Loading and viewing Global Innovation Score Dataset
rm(list = ls())
# Data Preprocessing
data<-read.csv("/home/soham/Downloads/global_innovation_score.csv")
rownames(data)<-data$X
data$X <- NULL
library(plyr)
data$Country <- as.character(mapvalues(rownames(data),
from = c("Bosnia.and.Herzegovina","Brunei.Darussalam","Burkina.Faso","Cote d'Ivoire","Costa.Rica","Czech.Republic","Dominican.Republic","El.Salvador","Iran..Islamic.Republic.of.","Lao.People.s.Democratic.Republic","New.Zealand","North.Macedonia","Republic.of.Korea","Republic.of.Moldova","Russian.Federation","Saudi.Arabia","South.Africa","Sri.Lanka","Trinidad.and.Tobago","Trinidad.and.Tobago","T.rkiye","United.Arab.Emirates","United.Kingdom","United.Republic.of.Tanzania","United.States.of.America","Viet.Nam"),
to = c("Bosnia and Herzegovina","Brunei","Burkina Faso","Ivory Coast", "Costa Rica","Czech Republic","Dominican Republic","El Salvador","Iran","Laos","New Zealand","North Macedonia","South Korea","Moldova","Russia","Saudi Arabia","South Africa","Sri Lanka","Trinidad","Tobago","Turkey","United Arab Emirates","UK","Tanzania","USA", "Vietnam")))
## The following `from` values were not present in `x`: Cote d'Ivoire, Trinidad.and.Tobago
rownames(data)<-data$Country
unique(rownames(data))
## [1] "Albania" "Algeria" "Angola"
## [4] "Argentina" "Armenia" "Australia"
## [7] "Austria" "Azerbaijan" "Bahrain"
## [10] "Bangladesh" "Belarus" "Belgium"
## [13] "Benin" "Bosnia and Herzegovina" "Botswana"
## [16] "Brazil" "Brunei" "Bulgaria"
## [19] "Burkina Faso" "Burundi" "C.te.d.Ivoire"
## [22] "Cambodia" "Cameroon" "Canada"
## [25] "Chile" "China" "Colombia"
## [28] "Costa Rica" "Croatia" "Cyprus"
## [31] "Czech Republic" "Denmark" "Dominican Republic"
## [34] "Ecuador" "Egypt" "El Salvador"
## [37] "Estonia" "Ethiopia" "Finland"
## [40] "France" "Georgia" "Germany"
## [43] "Ghana" "Greece" "Guatemala"
## [46] "Guinea" "Honduras" "Hong.Kong"
## [49] "Hungary" "Iceland" "India"
## [52] "Indonesia" "Iran" "Iraq"
## [55] "Ireland" "Israel" "Italy"
## [58] "Jamaica" "Japan" "Jordan"
## [61] "Kazakhstan" "Kenya" "Kuwait"
## [64] "Kyrgyzstan" "Laos" "Latvia"
## [67] "Lithuania" "Luxembourg" "Madagascar"
## [70] "Malaysia" "Mali" "Malta"
## [73] "Mauritania" "Mauritius" "Mexico"
## [76] "Mongolia" "Montenegro" "Morocco"
## [79] "Mozambique" "Myanmar" "Namibia"
## [82] "Nepal" "Netherlands" "New Zealand"
## [85] "Nicaragua" "Niger" "Nigeria"
## [88] "North Macedonia" "Norway" "Oman"
## [91] "Pakistan" "Panama" "Paraguay"
## [94] "Peru" "Philippines" "Poland"
## [97] "Portugal" "Qatar" "South Korea"
## [100] "Moldova" "Romania" "Russia"
## [103] "Rwanda" "Saudi Arabia" "Senegal"
## [106] "Serbia" "Singapore" "Slovakia"
## [109] "Slovenia" "South Africa" "Spain"
## [112] "Sri Lanka" "Sweden" "Switzerland"
## [115] "Tajikistan" "Thailand" "Togo"
## [118] "Trinidad" "Turkey" "Tunisia"
## [121] "Uganda" "Ukraine" "United Arab Emirates"
## [124] "UK" "Tanzania" "USA"
## [127] "Uruguay" "Uzbekistan" "Vietnam"
## [130] "Yemen" "Zambia" "Zimbabwe"
View(data)
sum(is.na(data))
## [1] 0
dim(data)
## [1] 132 83
nrow(data)
## [1] 132
ncol(data)
## [1] 83
summary(data)
## Political.and.operational.stability Government.effectiveness
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 60.00 1st Qu.: 38.33
## Median : 69.10 Median : 50.70
## Mean : 68.47 Mean : 53.93
## 3rd Qu.: 80.00 3rd Qu.: 69.55
## Max. :100.00 Max. :100.00
## Regulatory.quality Rule.of.law Cost.of.redudancy.dismissal
## Min. : 0.00 Min. : 0.00 Min. : 0.00
## 1st Qu.: 33.58 1st Qu.: 30.48 1st Qu.: 70.10
## Median : 48.15 Median : 43.80 Median : 84.40
## Mean : 50.64 Mean : 49.11 Mean : 79.09
## 3rd Qu.: 68.50 3rd Qu.: 69.92 3rd Qu.: 94.80
## Max. :100.00 Max. :100.00 Max. :100.00
## Policies.for.doing.business Entrepreneurship.policies.and.culture.
## Min. : 0.00 Min. : 0.00
## 1st Qu.:38.08 1st Qu.: 0.00
## Median :48.40 Median : 12.10
## Mean :49.46 Mean : 25.09
## 3rd Qu.:62.05 3rd Qu.: 47.98
## Max. :91.50 Max. :100.00
## Expenditure.on.education....GDP Government.funding.pupil..secondary....GDP.cap
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 24.18 1st Qu.: 8.45
## Median : 35.30 Median : 27.90
## Mean : 36.61 Mean : 27.25
## 3rd Qu.: 47.33 3rd Qu.: 39.85
## Max. :100.00 Max. :100.00
## School.life.expectancy..years PISA.scales.in.reading..maths.and.science
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 29.05 1st Qu.: 0.00
## Median : 54.35 Median : 27.20
## Mean : 47.64 Mean : 29.14
## 3rd Qu.: 66.53 3rd Qu.: 58.55
## Max. :100.00 Max. :100.00
## Pupil.teacher.ratio..secondary Tertiary.enrolment....gross
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 56.30 1st Qu.: 10.05
## Median : 78.20 Median : 30.35
## Mean : 69.45 Mean : 29.88
## 3rd Qu.: 88.35 3rd Qu.: 46.10
## Max. :100.00 Max. :100.00
## Graduates.in.science.and.engineering... Tertiary.inbound.mobility...
## Min. : 0.00 Min. : 0.000
## 1st Qu.: 12.07 1st Qu.: 1.175
## Median : 36.30 Median : 8.400
## Mean : 37.58 Mean : 14.901
## 3rd Qu.: 56.17 3rd Qu.: 19.300
## Max. :100.00 Max. :100.000
## Researchers..FTE.mn.pop. Gross.expenditure.on.R.D....GDP
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 0.20 1st Qu.: 2.30
## Median : 6.00 Median : 7.80
## Mean : 19.24 Mean : 15.71
## 3rd Qu.: 28.57 3rd Qu.: 22.20
## Max. :100.00 Max. :100.00
## Global.corporate.R.D.investors..top.3..mn.US. QS.university.ranking..top.3
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 0.00 1st Qu.: 0.00
## Median : 0.00 Median : 7.45
## Mean : 18.41 Mean :20.56
## 3rd Qu.: 45.52 3rd Qu.:36.12
## Max. :100.00 Max. :98.90
## ICT.access ICT.use Government.s.online.service E.participation
## Min. : 0.00 Min. : 0.00 Min. : 0.00 Min. : 0.0
## 1st Qu.:70.15 1st Qu.:43.02 1st Qu.: 52.40 1st Qu.: 51.2
## Median :86.40 Median :62.30 Median : 70.60 Median : 71.4
## Mean :79.24 Mean :58.79 Mean : 66.62 Mean : 67.5
## 3rd Qu.:91.53 3rd Qu.:76.22 3rd Qu.: 84.10 3rd Qu.: 85.7
## Max. :99.60 Max. :89.10 Max. :100.00 Max. :100.0
## Electricity.output..GWh.mn.pop. Logistics.performance
## Min. : 0.000 Min. : 0.00
## 1st Qu.: 4.275 1st Qu.: 23.98
## Median : 13.250 Median : 35.60
## Mean : 20.998 Mean : 41.94
## 3rd Qu.: 27.375 3rd Qu.: 58.73
## Max. :100.000 Max. :100.00
## Gross.capital.formation....GDP GDP.unit.of.energy.use
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 23.30 1st Qu.: 17.57
## Median : 31.35 Median : 26.80
## Mean : 32.16 Mean : 29.52
## 3rd Qu.: 38.80 3rd Qu.: 37.25
## Max. :100.00 Max. :100.00
## Environmental.performance ISO.14001.environmental.certificates.bn.PPP..GDP
## Min. : 0.00 Min. : 0.00
## 1st Qu.:32.55 1st Qu.: 1.50
## Median :41.55 Median : 7.15
## Mean :43.19 Mean : 14.57
## 3rd Qu.:52.80 3rd Qu.: 15.72
## Max. :77.90 Max. :100.00
## Finance.for.startups.and.scaleups Domestic.credit.to.private.sector....GDP
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 0.00 1st Qu.: 8.80
## Median :25.80 Median : 18.95
## Mean :22.28 Mean : 23.67
## 3rd Qu.:42.42 3rd Qu.: 32.95
## Max. :65.50 Max. :100.00
## Loans.from.microfinance.institutions....GDP Market.capitalization....GDP
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 0.00 1st Qu.: 0.00
## Median : 0.00 Median : 5.35
## Mean : 10.35 Mean : 14.30
## 3rd Qu.: 10.32 3rd Qu.: 21.10
## Max. :100.00 Max. :100.00
## Venture.capital.investors..deals.bn.PPP..GDP
## Min. : 0.00
## 1st Qu.: 0.00
## Median : 2.65
## Mean : 12.77
## 3rd Qu.: 11.57
## Max. :100.00
## Venture.capital.recipients..deals.bn.PPP..GDP.
## Min. : 0.000
## 1st Qu.: 0.375
## Median : 6.050
## Mean : 14.665
## 3rd Qu.: 17.950
## Max. :100.000
## Venture.capital.received..value....GDP. Applied.tariff.rate..weighted.avg....
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 0.10 1st Qu.: 59.70
## Median : 2.60 Median : 84.25
## Mean : 15.00 Mean : 72.65
## 3rd Qu.: 14.95 3rd Qu.: 90.40
## Max. :100.00 Max. :100.00
## Domestic.industry.diversification Domestic.market.scale..bn.PPP.
## Min. : 0.00 Min. : 0.000
## 1st Qu.: 52.10 1st Qu.: 1.175
## Median : 81.60 Median : 4.450
## Mean : 66.85 Mean : 15.702
## 3rd Qu.: 93.12 3rd Qu.: 15.225
## Max. :100.00 Max. :100.000
## Knowledge.intensive.employment... Firms.offering.formal.training...
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 16.40 1st Qu.: 0.00
## Median : 32.75 Median : 25.10
## Mean : 37.72 Mean : 29.30
## 3rd Qu.: 58.90 3rd Qu.: 46.25
## Max. :100.00 Max. :100.00
## GERD.performed.by.business....GDP GERD.financed.by.business...
## Min. : 0.000 Min. : 0.000
## 1st Qu.: 0.000 1st Qu.: 0.225
## Median : 1.300 Median : 23.750
## Mean : 9.967 Mean : 31.477
## 3rd Qu.: 14.175 3rd Qu.: 59.200
## Max. :100.000 Max. :100.000
## Females.employed.w.advanced.degrees... University.industry.R.D.collaboration.
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 10.30 1st Qu.:35.70
## Median : 37.70 Median :43.35
## Mean : 40.44 Mean :44.60
## 3rd Qu.: 65.35 3rd Qu.:53.80
## Max. :100.00 Max. :79.60
## State.of.cluster.development.and.depth. GERD.financed.by.abroad....GDP
## Min. : 0.00 Min. : 0.00
## 1st Qu.:41.30 1st Qu.: 0.00
## Median :48.25 Median : 2.85
## Mean :47.78 Mean : 13.74
## 3rd Qu.:56.10 3rd Qu.: 18.68
## Max. :78.50 Max. :100.00
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP Patent.families.bn.PPP..GDP
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 3.30 1st Qu.: 0.10
## Median : 6.75 Median : 1.90
## Mean : 15.86 Mean : 12.88
## 3rd Qu.: 15.20 3rd Qu.: 11.15
## Max. :100.00 Max. :100.00
## Intellectual.property.payments....total.trade High.tech.imports....total.trade
## Min. : 0.000 Min. : 0.00
## 1st Qu.: 3.175 1st Qu.: 16.70
## Median : 13.250 Median : 22.70
## Mean : 20.269 Mean : 27.06
## 3rd Qu.: 27.600 3rd Qu.: 30.43
## Max. :100.000 Max. :100.00
## ICT.services.imports....total.trade FDI.net.inflows....GDP
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 12.10 1st Qu.: 47.30
## Median : 25.70 Median : 49.55
## Mean : 30.05 Mean : 51.31
## 3rd Qu.: 38.45 3rd Qu.: 51.80
## Max. :100.00 Max. :100.00
## Research.talent....in.businesses Patents.by.origin.bn.PPP..GDP
## Min. : 0.00 Min. : 0.000
## 1st Qu.: 0.00 1st Qu.: 1.575
## Median : 7.30 Median : 7.450
## Mean : 24.88 Mean : 17.117
## 3rd Qu.: 50.30 3rd Qu.: 16.675
## Max. :100.00 Max. :100.000
## PCT.patents.by.origin.bn.PPP..GDP Utility.models.by.origin.bn.PPP..GDP
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 0.10 1st Qu.: 0.00
## Median : 1.75 Median : 0.85
## Mean : 13.60 Mean : 11.50
## 3rd Qu.: 10.03 3rd Qu.: 13.62
## Max. :100.00 Max. :100.00
## Scientific.and.technical.articles.bn.PPP..GDP Citable.documents.H.index
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 10.97 1st Qu.: 4.70
## Median : 19.75 Median : 11.25
## Mean : 27.77 Mean : 20.43
## 3rd Qu.: 38.08 3rd Qu.: 29.38
## Max. :100.00 Max. :100.00
## Labor.productivity.growth... New.businesses.th.pop..15.64
## Min. : 0.00 Min. : 0.000
## 1st Qu.: 40.50 1st Qu.: 1.675
## Median : 52.75 Median : 6.650
## Mean : 49.40 Mean : 14.102
## 3rd Qu.: 63.27 3rd Qu.: 17.525
## Max. :100.00 Max. :100.000
## Software.spending....GDP ISO.9001.quality.certificates.bn.PPP..GDP
## Min. : 0.000 Min. : 0.00
## 1st Qu.: 4.775 1st Qu.: 3.00
## Median : 19.300 Median : 9.75
## Mean : 20.659 Mean : 17.10
## 3rd Qu.: 29.225 3rd Qu.: 21.57
## Max. :100.000 Max. :100.00
## High.tech.manufacturing... Intellectual.property.receipts....total.trade
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 4.70 1st Qu.: 0.10
## Median : 22.75 Median : 2.70
## Mean : 28.54 Mean : 12.65
## 3rd Qu.: 48.60 3rd Qu.: 11.05
## Max. :100.00 Max. :100.00
## Production.and.export.complexity High.tech.exports....total.trade
## Min. : 0.00 Min. : 0.000
## 1st Qu.: 20.98 1st Qu.: 6.075
## Median : 37.65 Median : 25.450
## Mean : 40.46 Mean : 29.772
## 3rd Qu.: 59.42 3rd Qu.: 49.325
## Max. :100.00 Max. :100.000
## ICT.services.exports....total.trade Intangible.asset.intensity..top.15....
## Min. : 0.00 Min. : 0.00
## 1st Qu.: 3.60 1st Qu.: 0.00
## Median : 13.65 Median : 54.10
## Mean : 19.37 Mean : 42.14
## 3rd Qu.: 24.48 3rd Qu.: 78.80
## Max. :100.00 Max. :100.00
## Trademarks.by.origin.bn.PPP..GDP. Global.brand.value..top.5.000....GDP
## Min. : 0.000 Min. : 0.00
## 1st Qu.: 8.675 1st Qu.: 0.00
## Median : 23.750 Median : 2.15
## Mean : 31.544 Mean : 13.90
## 3rd Qu.: 48.875 3rd Qu.: 18.35
## Max. :100.000 Max. :100.00
## Industrial.designs.by.origin.bn.PPP..GDP.
## Min. : 0.000
## 1st Qu.: 1.575
## Median : 6.000
## Mean : 16.113
## 3rd Qu.: 20.250
## Max. :100.000
## Cultural.and.creative.services.exports....total.trade
## Min. : 0.00
## 1st Qu.: 0.40
## Median : 6.40
## Mean : 14.34
## 3rd Qu.: 19.45
## Max. :100.00
## National.feature.films.mn.pop..15.69
## Min. : 0.00
## 1st Qu.: 0.00
## Median : 1.85
## Mean : 10.29
## 3rd Qu.: 16.07
## Max. :100.00
## Entertainment.and.media.market.th.pop..15.69
## Min. : 0.00
## 1st Qu.: 0.00
## Median : 0.00
## Mean : 12.06
## 3rd Qu.: 10.65
## Max. :100.00
## Printing.and.other.media....manufacturing
## Min. : 0.00
## 1st Qu.: 0.00
## Median : 16.75
## Mean : 21.18
## 3rd Qu.: 30.07
## Max. :100.00
## Creative.goods.exports....total.trade
## Min. : 0.00
## 1st Qu.: 1.10
## Median : 4.65
## Mean : 16.16
## 3rd Qu.: 19.10
## Max. :100.00
## Generic.top.level.domains..TLDs..th.pop..15.69 Country.code.TLDs.th.pop..15.69
## Min. : 0.00 Min. : 0.000
## 1st Qu.: 0.75 1st Qu.: 0.475
## Median : 2.80 Median : 2.250
## Mean : 13.97 Mean : 14.755
## 3rd Qu.: 13.47 3rd Qu.: 14.400
## Max. :100.00 Max. :100.000
## GitHub.commits.mn.pop..15.69 Mobile.app.creation.bn.PPP..GDP
## Min. : 0.00 Min. : 0.000
## 1st Qu.: 1.20 1st Qu.: 0.100
## Median : 3.75 Median : 2.400
## Mean : 13.19 Mean : 8.056
## 3rd Qu.: 19.38 3rd Qu.: 11.650
## Max. :100.00 Max. :100.000
## Global.Innovation.Score Country
## Min. :11.60 Length:132
## 1st Qu.:19.90 Class :character
## Median :28.80 Mode :character
## Mean :31.54
## 3rd Qu.:40.00
## Max. :64.60
Remvoing Outliers
a <- colnames(data)[1 : 82]
par(mfrow = c(2,2))
for (i in 1:length(a)){
sub = data[a[i]][,1]
boxplot(sub, main = paste("Box. of", a[i], sep = " "), xlab = a[i])
x <- data[a[i]][,1]
qnt <- quantile(x, probs=c(.25, .75), na.rm = T)
caps <- quantile(x, probs=c(.01, .99), na.rm = T)
H <- 1.5 * IQR(x, na.rm = T)
x[x < (qnt[1] - H)] <- caps[1]
x[x > (qnt[2] + H)] <- caps[2]
data[a[i]][,1] <- x
boxplot(data[a[i]][,1], main = paste("New Box. of", a[i], sep = " "), xlab = a[i])
}
Checking for Normality
a <- colnames(data)[1:82]
par(mfrow = c(2, 2))
for (i in 1:length(a)){
sub = data[a[i]][,1]
hist(sub, main = paste("Hist. of", a[i], sep = " "), xlab = a[i])
}
par(mfrow = c(2, 2))
for (i in 1:length(a)){
sub = data[a[i]][,1]
qqnorm(sub, main = paste("Q-Q Plot of", a[i], sep = " "))
qqline(sub)
if (i == 1) {
s.t <- shapiro.test(sub)
} else {
s.t <- rbind(s.t, shapiro.test(sub))
}
}
s.t
## statistic p.value method data.name
## s.t 0.9885437 0.3440241 "Shapiro-Wilk normality test" "sub"
## 0.9703412 0.005487564 "Shapiro-Wilk normality test" "sub"
## 0.975608 0.01772205 "Shapiro-Wilk normality test" "sub"
## 0.9546538 0.0002330244 "Shapiro-Wilk normality test" "sub"
## 0.8085231 7.747758e-12 "Shapiro-Wilk normality test" "sub"
## 0.984585 0.1423429 "Shapiro-Wilk normality test" "sub"
## 0.812814 1.099611e-11 "Shapiro-Wilk normality test" "sub"
## 0.9858383 0.1897295 "Shapiro-Wilk normality test" "sub"
## 0.9422434 2.624074e-05 "Shapiro-Wilk normality test" "sub"
## 0.9445024 3.835571e-05 "Shapiro-Wilk normality test" "sub"
## 0.8409351 1.261515e-10 "Shapiro-Wilk normality test" "sub"
## 0.833773 6.604616e-11 "Shapiro-Wilk normality test" "sub"
## 0.948033 7.049333e-05 "Shapiro-Wilk normality test" "sub"
## 0.9439575 3.497573e-05 "Shapiro-Wilk normality test" "sub"
## 0.6334674 1.149663e-16 "Shapiro-Wilk normality test" "sub"
## 0.7570134 1.673359e-13 "Shapiro-Wilk normality test" "sub"
## 0.7113093 8.75135e-15 "Shapiro-Wilk normality test" "sub"
## 0.6273349 8.41785e-17 "Shapiro-Wilk normality test" "sub"
## 0.7814021 9.510805e-13 "Shapiro-Wilk normality test" "sub"
## 0.859383 7.33372e-10 "Shapiro-Wilk normality test" "sub"
## 0.9284333 2.99039e-06 "Shapiro-Wilk normality test" "sub"
## 0.9555692 0.000276552 "Shapiro-Wilk normality test" "sub"
## 0.9508804 0.0001168281 "Shapiro-Wilk normality test" "sub"
## 0.7487602 9.555548e-14 "Shapiro-Wilk normality test" "sub"
## 0.9494631 9.070336e-05 "Shapiro-Wilk normality test" "sub"
## 0.9590947 0.0005425928 "Shapiro-Wilk normality test" "sub"
## 0.8451884 1.869697e-10 "Shapiro-Wilk normality test" "sub"
## 0.9794005 0.04247011 "Shapiro-Wilk normality test" "sub"
## 0.6325911 1.099325e-16 "Shapiro-Wilk normality test" "sub"
## 0.8236048 2.718661e-11 "Shapiro-Wilk normality test" "sub"
## 0.8952725 3.634074e-08 "Shapiro-Wilk normality test" "sub"
## 0.5009423 2.783877e-19 "Shapiro-Wilk normality test" "sub"
## 0.6509053 2.849624e-16 "Shapiro-Wilk normality test" "sub"
## 0.5257055 7.767393e-19 "Shapiro-Wilk normality test" "sub"
## 0.6065686 3.010424e-17 "Shapiro-Wilk normality test" "sub"
## 0.5811557 9.020122e-18 "Shapiro-Wilk normality test" "sub"
## 0.833723 6.575261e-11 "Shapiro-Wilk normality test" "sub"
## 0.769964 4.143503e-13 "Shapiro-Wilk normality test" "sub"
## 0.5729867 6.193974e-18 "Shapiro-Wilk normality test" "sub"
## 0.9504666 0.000108468 "Shapiro-Wilk normality test" "sub"
## 0.9159077 5.035263e-07 "Shapiro-Wilk normality test" "sub"
## 0.6026878 2.495227e-17 "Shapiro-Wilk normality test" "sub"
## 0.8653118 1.332743e-09 "Shapiro-Wilk normality test" "sub"
## 0.9288233 3.169387e-06 "Shapiro-Wilk normality test" "sub"
## 0.9706893 0.005919522 "Shapiro-Wilk normality test" "sub"
## 0.9219336 1.162995e-06 "Shapiro-Wilk normality test" "sub"
## 0.6087986 3.355368e-17 "Shapiro-Wilk normality test" "sub"
## 0.571339 5.745451e-18 "Shapiro-Wilk normality test" "sub"
## 0.5624593 3.845786e-18 "Shapiro-Wilk normality test" "sub"
## 0.7439509 6.935017e-14 "Shapiro-Wilk normality test" "sub"
## 0.683726 1.727782e-15 "Shapiro-Wilk normality test" "sub"
## 0.8371099 8.907825e-11 "Shapiro-Wilk normality test" "sub"
## 0.6283784 8.873993e-17 "Shapiro-Wilk normality test" "sub"
## 0.798656 3.53258e-12 "Shapiro-Wilk normality test" "sub"
## 0.5919764 1.496663e-17 "Shapiro-Wilk normality test" "sub"
## 0.5447866 1.760796e-18 "Shapiro-Wilk normality test" "sub"
## 0.5247552 7.461993e-19 "Shapiro-Wilk normality test" "sub"
## 0.8548884 4.71328e-10 "Shapiro-Wilk normality test" "sub"
## 0.7338213 3.579073e-14 "Shapiro-Wilk normality test" "sub"
## 0.9128244 3.324557e-07 "Shapiro-Wilk normality test" "sub"
## 0.662247 5.235637e-16 "Shapiro-Wilk normality test" "sub"
## 0.9084465 1.870557e-07 "Shapiro-Wilk normality test" "sub"
## 0.6572133 3.989647e-16 "Shapiro-Wilk normality test" "sub"
## 0.9157204 4.908697e-07 "Shapiro-Wilk normality test" "sub"
## 0.5606939 3.553358e-18 "Shapiro-Wilk normality test" "sub"
## 0.9699766 0.005070228 "Shapiro-Wilk normality test" "sub"
## 0.9058326 1.337104e-07 "Shapiro-Wilk normality test" "sub"
## 0.7250945 2.053184e-14 "Shapiro-Wilk normality test" "sub"
## 0.7908262 1.929661e-12 "Shapiro-Wilk normality test" "sub"
## 0.9063566 1.429552e-07 "Shapiro-Wilk normality test" "sub"
## 0.6334787 1.15033e-16 "Shapiro-Wilk normality test" "sub"
## 0.6219307 6.415895e-17 "Shapiro-Wilk normality test" "sub"
## 0.6324569 1.091819e-16 "Shapiro-Wilk normality test" "sub"
## 0.7328687 3.36631e-14 "Shapiro-Wilk normality test" "sub"
## 0.5423284 1.582342e-18 "Shapiro-Wilk normality test" "sub"
## 0.823719 2.74537e-11 "Shapiro-Wilk normality test" "sub"
## 0.5952127 1.744756e-17 "Shapiro-Wilk normality test" "sub"
## 0.5560899 2.894329e-18 "Shapiro-Wilk normality test" "sub"
## 0.5669573 4.709389e-18 "Shapiro-Wilk normality test" "sub"
## 0.6200752 5.848553e-17 "Shapiro-Wilk normality test" "sub"
## 0.6575757 4.068088e-16 "Shapiro-Wilk normality test" "sub"
## 0.9374468 1.200334e-05 "Shapiro-Wilk normality test" "sub"
s.t <- s.t[, 1:2]
s.t <- cbind(a, s.t)
s.t[s.t[,3] >0.05,]
## a statistic p.value
## s.t "Political.and.operational.stability" 0.9885437 0.3440241
## "Policies.for.doing.business" 0.984585 0.1423429
## "Expenditure.on.education....GDP" 0.9858383 0.1897295
Correlation Analysis
par(mfrow = c(1, 1))
dta<-data[1:82]
library(corrplot)
## corrplot 0.92 loaded
corr<-cor(as.matrix(dta))[1,]
corr<-corr[corr>=0.6]
corrplot(as.matrix(corr),method = 'number')
library(dplyr)
##
## Attaching package: 'dplyr'
## The following objects are masked from 'package:plyr':
##
## arrange, count, desc, failwith, id, mutate, rename, summarise,
## summarize
## The following objects are masked from 'package:stats':
##
## filter, lag
## The following objects are masked from 'package:base':
##
## intersect, setdiff, setequal, union
dta = select(dta,-c('Global.Innovation.Score'))
plot(hclust(as.dist(1 - cor(dta))))
PCA
my_pca <- prcomp(dta, scale = TRUE, center = TRUE, retx = T, rank. = 50)
summary(my_pca)
## Importance of first k=50 (out of 81) components:
## PC1 PC2 PC3 PC4 PC5 PC6 PC7
## Standard deviation 5.8286 2.26035 2.17532 1.74654 1.52754 1.4706 1.40204
## Proportion of Variance 0.4194 0.06308 0.05842 0.03766 0.02881 0.0267 0.02427
## Cumulative Proportion 0.4194 0.48249 0.54091 0.57857 0.60737 0.6341 0.65834
## PC8 PC9 PC10 PC11 PC12 PC13 PC14
## Standard deviation 1.33587 1.30169 1.19542 1.13872 1.12742 1.08558 1.02802
## Proportion of Variance 0.02203 0.02092 0.01764 0.01601 0.01569 0.01455 0.01305
## Cumulative Proportion 0.68037 0.70129 0.71893 0.73494 0.75064 0.76518 0.77823
## PC15 PC16 PC17 PC18 PC19 PC20 PC21
## Standard deviation 0.99368 0.97028 0.95624 0.9220 0.87507 0.86179 0.85753
## Proportion of Variance 0.01219 0.01162 0.01129 0.0105 0.00945 0.00917 0.00908
## Cumulative Proportion 0.79042 0.80204 0.81333 0.8238 0.83328 0.84245 0.85153
## PC22 PC23 PC24 PC25 PC26 PC27 PC28
## Standard deviation 0.82579 0.81162 0.80431 0.77853 0.76030 0.72205 0.70480
## Proportion of Variance 0.00842 0.00813 0.00799 0.00748 0.00714 0.00644 0.00613
## Cumulative Proportion 0.85995 0.86808 0.87607 0.88355 0.89069 0.89712 0.90326
## PC29 PC30 PC31 PC32 PC33 PC34 PC35
## Standard deviation 0.6851 0.68100 0.66286 0.63809 0.61140 0.59590 0.57934
## Proportion of Variance 0.0058 0.00573 0.00542 0.00503 0.00462 0.00438 0.00414
## Cumulative Proportion 0.9091 0.91478 0.92020 0.92523 0.92984 0.93423 0.93837
## PC36 PC37 PC38 PC39 PC40 PC41 PC42
## Standard deviation 0.56288 0.55072 0.54903 0.52151 0.50363 0.49359 0.48107
## Proportion of Variance 0.00391 0.00374 0.00372 0.00336 0.00313 0.00301 0.00286
## Cumulative Proportion 0.94228 0.94603 0.94975 0.95311 0.95624 0.95924 0.96210
## PC43 PC44 PC45 PC46 PC47 PC48 PC49
## Standard deviation 0.4678 0.44555 0.43442 0.42534 0.42290 0.39982 0.38963
## Proportion of Variance 0.0027 0.00245 0.00233 0.00223 0.00221 0.00197 0.00187
## Cumulative Proportion 0.9648 0.96725 0.96958 0.97182 0.97403 0.97600 0.97787
## PC50
## Standard deviation 0.37926
## Proportion of Variance 0.00178
## Cumulative Proportion 0.97965
#my_pca$x
my_pca.var <- my_pca$sdev ^ 2
my_pca.var
## [1] 33.972370327 5.109187198 4.732010702 3.050399594 2.333365319
## [6] 2.162649022 1.965726071 1.784555856 1.694387207 1.429039245
## [11] 1.296672094 1.271080630 1.178491230 1.056820852 0.987404076
## [16] 0.941439912 0.914395014 0.850103009 0.765747209 0.742673509
## [21] 0.735364262 0.681922808 0.658734041 0.646915929 0.606113640
## [26] 0.578059492 0.521356234 0.496736001 0.469421154 0.463754307
## [31] 0.439381743 0.407157418 0.373816057 0.355096642 0.335634374
## [36] 0.316833258 0.303292619 0.301432055 0.271969850 0.253645953
## [41] 0.243635414 0.231431116 0.218806575 0.198515681 0.188720755
## [46] 0.180917543 0.178847339 0.159859097 0.151813131 0.143838074
## [51] 0.138044749 0.130832991 0.112680932 0.105871393 0.103322335
## [56] 0.097858321 0.087647796 0.084778248 0.077688527 0.072406523
## [61] 0.063229270 0.059214092 0.054946084 0.051463849 0.047662342
## [66] 0.044516385 0.044346796 0.040302342 0.038382496 0.029164888
## [71] 0.026927974 0.023612020 0.021900252 0.021181033 0.018540662
## [76] 0.016659975 0.015216754 0.006817489 0.006666271 0.003930406
## [81] 0.002646166
propve <- my_pca.var / sum(my_pca.var)
propve
## [1] 4.194120e-01 6.307639e-02 5.841989e-02 3.765925e-02 2.880698e-02
## [6] 2.669937e-02 2.426822e-02 2.203155e-02 2.091836e-02 1.764246e-02
## [11] 1.600830e-02 1.569235e-02 1.454927e-02 1.304717e-02 1.219017e-02
## [16] 1.162271e-02 1.128883e-02 1.049510e-02 9.453669e-03 9.168809e-03
## [21] 9.078571e-03 8.418800e-03 8.132519e-03 7.986616e-03 7.482884e-03
## [26] 7.136537e-03 6.436497e-03 6.132543e-03 5.795323e-03 5.725362e-03
## [31] 5.424466e-03 5.026635e-03 4.615013e-03 4.383909e-03 4.143634e-03
## [36] 3.911522e-03 3.744353e-03 3.721383e-03 3.357652e-03 3.131432e-03
## [41] 3.007845e-03 2.857174e-03 2.701316e-03 2.450811e-03 2.329886e-03
## [46] 2.233550e-03 2.207992e-03 1.973569e-03 1.874236e-03 1.775779e-03
## [51] 1.704256e-03 1.615222e-03 1.391123e-03 1.307054e-03 1.275584e-03
## [56] 1.208127e-03 1.082072e-03 1.046645e-03 9.591176e-04 8.939077e-04
## [61] 7.806083e-04 7.310382e-04 6.783467e-04 6.353562e-04 5.884240e-04
## [66] 5.495850e-04 5.474913e-04 4.975598e-04 4.738580e-04 3.600604e-04
## [71] 3.324441e-04 2.915064e-04 2.703735e-04 2.614942e-04 2.288971e-04
## [76] 2.056787e-04 1.878612e-04 8.416653e-05 8.229964e-05 4.852354e-05
## [81] 3.266872e-05
plot(propve, xlab = "principal component",
ylab = "Proportion of Variance Explained",
ylim = c(0, 1), type = "b",
main = "Scree Plot")
plot(cumsum(propve),
xlab = "Principal Component",
ylab = "Cumulative Proportion of Variance Explained",
ylim = c(0, 1), type = "b")
which(cumsum(propve) >= 0.9)[1]
## [1] 28
my_pca <- prcomp(dta, scale = TRUE, center = TRUE, rank. = 28)
my_pca$rotation<- -1*my_pca$rotation
my_pca$x <- -1*my_pca$x
library(factoextra)
## Loading required package: ggplot2
## Welcome! Want to learn more? See two factoextra-related books at https://goo.gl/ve3WBa
# Eigenvalues
eig.val <- get_eigenvalue(my_pca)
eig.val
## eigenvalue variance.percent cumulative.variance.percent
## Dim.1 33.972370327 41.941197934 41.94120
## Dim.2 5.109187198 6.307638516 48.24884
## Dim.3 4.732010702 5.841988520 54.09082
## Dim.4 3.050399594 3.765925425 57.85675
## Dim.5 2.333365319 2.880697925 60.73745
## Dim.6 2.162649022 2.669937064 63.40739
## Dim.7 1.965726071 2.426822310 65.83421
## Dim.8 1.784555856 2.203155377 68.03736
## Dim.9 1.694387207 2.091836058 70.12920
## Dim.10 1.429039245 1.764245982 71.89345
## Dim.11 1.296672094 1.600829745 73.49427
## Dim.12 1.271080630 1.569235346 75.06351
## Dim.13 1.178491230 1.454927444 76.51844
## Dim.14 1.056820852 1.304717101 77.82315
## Dim.15 0.987404076 1.219017378 79.04217
## Dim.16 0.941439912 1.162271496 80.20444
## Dim.17 0.914395014 1.128882733 81.33333
## Dim.18 0.850103009 1.049509888 82.38284
## Dim.19 0.765747209 0.945366925 83.32820
## Dim.20 0.742673509 0.916880875 84.24508
## Dim.21 0.735364262 0.907857113 85.15294
## Dim.22 0.681922808 0.841880010 85.99482
## Dim.23 0.658734041 0.813251903 86.80807
## Dim.24 0.646915929 0.798661641 87.60673
## Dim.25 0.606113640 0.748288444 88.35502
## Dim.26 0.578059492 0.713653694 89.06868
## Dim.27 0.521356234 0.643649672 89.71233
## Dim.28 0.496736001 0.613254322 90.32558
## Dim.29 0.469421154 0.579532288 90.90511
## Dim.30 0.463754307 0.572536181 91.47765
## Dim.31 0.439381743 0.542446597 92.02010
## Dim.32 0.407157418 0.502663479 92.52276
## Dim.33 0.373816057 0.461501305 92.98426
## Dim.34 0.355096642 0.438390916 93.42265
## Dim.35 0.335634374 0.414363425 93.83702
## Dim.36 0.316833258 0.391152171 94.22817
## Dim.37 0.303292619 0.374435332 94.60260
## Dim.38 0.301432055 0.372138340 94.97474
## Dim.39 0.271969850 0.335765247 95.31051
## Dim.40 0.253645953 0.313143152 95.62365
## Dim.41 0.243635414 0.300784462 95.92443
## Dim.42 0.231431116 0.285717427 96.21015
## Dim.43 0.218806575 0.270131574 96.48028
## Dim.44 0.198515681 0.245081087 96.72536
## Dim.45 0.188720755 0.232988586 96.95835
## Dim.46 0.180917543 0.223354991 97.18171
## Dim.47 0.178847339 0.220799184 97.40251
## Dim.48 0.159859097 0.197356910 97.59986
## Dim.49 0.151813131 0.187423619 97.78729
## Dim.50 0.143838074 0.177577869 97.96486
## Dim.51 0.138044749 0.170425616 98.13529
## Dim.52 0.130832991 0.161522211 98.29681
## Dim.53 0.112680932 0.139112262 98.43593
## Dim.54 0.105871393 0.130705423 98.56663
## Dim.55 0.103322335 0.127558438 98.69419
## Dim.56 0.097858321 0.120812741 98.81500
## Dim.57 0.087647796 0.108207155 98.92321
## Dim.58 0.084778248 0.104664504 99.02787
## Dim.59 0.077688527 0.095911762 99.12379
## Dim.60 0.072406523 0.089390769 99.21318
## Dim.61 0.063229270 0.078060828 99.29124
## Dim.62 0.059214092 0.073103817 99.36434
## Dim.63 0.054946084 0.067834672 99.43218
## Dim.64 0.051463849 0.063535617 99.49571
## Dim.65 0.047662342 0.058842398 99.55455
## Dim.66 0.044516385 0.054958500 99.60951
## Dim.67 0.044346796 0.054749131 99.66426
## Dim.68 0.040302342 0.049755978 99.71402
## Dim.69 0.038382496 0.047385797 99.76140
## Dim.70 0.029164888 0.036006035 99.79741
## Dim.71 0.026927974 0.033244413 99.83065
## Dim.72 0.023612020 0.029150642 99.85980
## Dim.73 0.021900252 0.027037348 99.88684
## Dim.74 0.021181033 0.026149424 99.91299
## Dim.75 0.018540662 0.022889706 99.93588
## Dim.76 0.016659975 0.020567871 99.95645
## Dim.77 0.015216754 0.018786115 99.97523
## Dim.78 0.006817489 0.008416653 99.98365
## Dim.79 0.006666271 0.008229964 99.99188
## Dim.80 0.003930406 0.004852354 99.99673
## Dim.81 0.002646166 0.003266872 100.00000
# Results for Variables
res.var <- get_pca_var(my_pca)
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
## Warning in var.loadings * comp.sdev: longer object length is not a multiple of
## shorter object length
res.var$coord # Coordinates
## Dim.1 Dim.2
## Political.and.operational.stability 0.75213516 0.205801362
## Government.effectiveness 0.90747518 0.140467410
## Regulatory.quality 0.88417809 0.207780506
## Rule.of.law 0.89595672 0.205118977
## Cost.of.redudancy.dismissal 0.24608961 0.298760389
## Policies.for.doing.business 0.57276068 0.148971513
## Entrepreneurship.policies.and.culture. 0.58625267 -0.284875137
## Expenditure.on.education....GDP 0.32509242 0.186853881
## Government.funding.pupil..secondary....GDP.cap 0.40953708 0.093186819
## School.life.expectancy..years 0.68521949 0.077742402
## PISA.scales.in.reading..maths.and.science 0.88754223 -0.070317211
## Pupil.teacher.ratio..secondary 0.42568025 0.007177723
## Tertiary.enrolment....gross 0.71458035 -0.067454828
## Graduates.in.science.and.engineering... 0.36009710 -0.192524328
## Tertiary.inbound.mobility... 0.57167010 0.310521814
## Researchers..FTE.mn.pop. 0.87251535 0.086729735
## Gross.expenditure.on.R.D....GDP 0.84840283 -0.035285790
## Global.corporate.R.D.investors..top.3..mn.US. 0.81804530 -0.143953342
## QS.university.ranking..top.3 0.79822501 -0.326692035
## ICT.access 0.72356482 -0.085144741
## ICT.use 0.84169121 -0.048198974
## Government.s.online.service 0.73818699 -0.183689221
## E.participation 0.71553332 -0.204249072
## Electricity.output..GWh.mn.pop. 0.63052100 0.047474607
## Logistics.performance 0.90509112 -0.137005974
## Gross.capital.formation....GDP -0.02883404 -0.125519453
## GDP.unit.of.energy.use 0.29239598 0.120570979
## Environmental.performance 0.73259502 0.286308499
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.38996905 -0.055842769
## Finance.for.startups.and.scaleups 0.61587815 -0.359377044
## Domestic.credit.to.private.sector....GDP 0.69719727 -0.140172960
## Loans.from.microfinance.institutions....GDP -0.32306022 0.129132046
## Market.capitalization....GDP 0.48085712 -0.219510222
## Venture.capital.investors..deals.bn.PPP..GDP 0.66800090 0.435464818
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.66744127 0.270224616
## Venture.capital.received..value....GDP. 0.56654827 0.128236091
## Applied.tariff.rate..weighted.avg.... 0.60056745 -0.023005112
## Domestic.industry.diversification 0.56660321 -0.370973563
## Domestic.market.scale..bn.PPP. 0.42792801 -0.613960073
## Knowledge.intensive.employment... 0.80978695 0.200894153
## Firms.offering.formal.training... 0.02127332 0.074461099
## GERD.performed.by.business....GDP 0.80246915 -0.078866440
## GERD.financed.by.business... 0.80951417 -0.246190826
## Females.employed.w.advanced.degrees... 0.77751058 0.163870587
## University.industry.R.D.collaboration. 0.73557906 -0.050596810
## State.of.cluster.development.and.depth. 0.65508798 -0.189439601
## GERD.financed.by.abroad....GDP 0.58784297 0.246499178
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.68784292 0.438422730
## Patent.families.bn.PPP..GDP 0.84954804 0.140585055
## Intellectual.property.payments....total.trade 0.61243392 0.064897796
## High.tech.imports....total.trade 0.28564733 -0.531353251
## ICT.services.imports....total.trade 0.54418506 0.421390434
## FDI.net.inflows....GDP 0.01553893 0.243982282
## Research.talent....in.businesses 0.83354573 -0.228693464
## Patents.by.origin.bn.PPP..GDP 0.72859382 -0.113022614
## PCT.patents.by.origin.bn.PPP..GDP 0.83456283 0.173236133
## Utility.models.by.origin.bn.PPP..GDP 0.14305528 -0.457724794
## Scientific.and.technical.articles.bn.PPP..GDP 0.71729378 0.263567840
## Citable.documents.H.index 0.79070098 -0.239591643
## Labor.productivity.growth... 0.24187589 -0.241380764
## New.businesses.th.pop..15.64 0.49060722 0.455916390
## Software.spending....GDP 0.74258571 -0.148061015
## ISO.9001.quality.certificates.bn.PPP..GDP 0.36659841 -0.026980146
## High.tech.manufacturing... 0.77209254 -0.394961002
## Intellectual.property.receipts....total.trade 0.79060335 0.206023670
## Production.and.export.complexity 0.72867370 -0.405068933
## High.tech.exports....total.trade 0.70701178 -0.437712776
## ICT.services.exports....total.trade 0.31083365 0.166147351
## Intangible.asset.intensity..top.15.... 0.72003012 -0.239159564
## Trademarks.by.origin.bn.PPP..GDP. 0.35909812 -0.128731573
## Global.brand.value..top.5.000....GDP 0.73271345 -0.198089748
## Industrial.designs.by.origin.bn.PPP..GDP. 0.41203846 -0.228911299
## Cultural.and.creative.services.exports....total.trade 0.55265586 0.307039818
## National.feature.films.mn.pop..15.69 0.71492850 0.168698169
## Entertainment.and.media.market.th.pop..15.69 0.80137503 -0.004262456
## Printing.and.other.media....manufacturing 0.26075430 0.151026480
## Creative.goods.exports....total.trade 0.37307745 -0.525810080
## Generic.top.level.domains..TLDs..th.pop..15.69 0.75947298 0.347114690
## Country.code.TLDs.th.pop..15.69 0.69789750 0.310722124
## GitHub.commits.mn.pop..15.69 0.79111093 0.338639322
## Mobile.app.creation.bn.PPP..GDP 0.53975248 0.124590152
## Dim.3 Dim.4
## Political.and.operational.stability -0.146879447 0.233541383
## Government.effectiveness 0.007915969 0.205987719
## Regulatory.quality -0.087682087 0.216099348
## Rule.of.law 0.008913936 0.151096471
## Cost.of.redudancy.dismissal -0.064723109 -0.098217197
## Policies.for.doing.business 0.310713857 0.401301467
## Entrepreneurship.policies.and.culture. 0.069804342 0.152778067
## Expenditure.on.education....GDP 0.043249087 -0.117239496
## Government.funding.pupil..secondary....GDP.cap -0.183069902 -0.057823189
## School.life.expectancy..years -0.261228847 0.052973689
## PISA.scales.in.reading..maths.and.science -0.185313130 -0.031673914
## Pupil.teacher.ratio..secondary -0.335431156 0.216333319
## Tertiary.enrolment....gross -0.356416630 0.029215102
## Graduates.in.science.and.engineering... -0.233756959 0.032935802
## Tertiary.inbound.mobility... 0.065813043 0.226545874
## Researchers..FTE.mn.pop. 0.036982478 -0.201080016
## Gross.expenditure.on.R.D....GDP 0.176169961 -0.312630825
## Global.corporate.R.D.investors..top.3..mn.US. 0.337859686 -0.248910420
## QS.university.ranking..top.3 0.325972985 0.008912182
## ICT.access -0.335552257 0.304106900
## ICT.use -0.269102637 0.188282368
## Government.s.online.service -0.250586450 0.069761785
## E.participation -0.274360605 0.048858993
## Electricity.output..GWh.mn.pop. 0.116117197 0.161631446
## Logistics.performance 0.071682118 0.049247964
## Gross.capital.formation....GDP 0.114683694 -0.037549284
## GDP.unit.of.energy.use 0.021474474 0.200823695
## Environmental.performance -0.262986450 -0.204924881
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.653432916 -0.106647048
## Finance.for.startups.and.scaleups -0.080641156 0.029374557
## Domestic.credit.to.private.sector....GDP 0.182356425 0.254437705
## Loans.from.microfinance.institutions....GDP -0.004465192 -0.030496484
## Market.capitalization....GDP 0.381743279 0.381596997
## Venture.capital.investors..deals.bn.PPP..GDP 0.202486865 0.169625497
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.230947530 0.027647425
## Venture.capital.received..value....GDP. 0.223127168 0.207769650
## Applied.tariff.rate..weighted.avg.... -0.370494459 0.238235649
## Domestic.industry.diversification -0.297873985 0.051606436
## Domestic.market.scale..bn.PPP. 0.296761801 -0.079580488
## Knowledge.intensive.employment... -0.206758209 -0.036493099
## Firms.offering.formal.training... -0.259525338 -0.359199710
## GERD.performed.by.business....GDP 0.197046178 -0.357200983
## GERD.financed.by.business... -0.112044296 -0.049040642
## Females.employed.w.advanced.degrees... -0.319766755 -0.094041081
## University.industry.R.D.collaboration. 0.243484521 0.210951472
## State.of.cluster.development.and.depth. 0.264046628 0.303899305
## GERD.financed.by.abroad....GDP -0.214634008 -0.368598795
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.213966796 0.233653021
## Patent.families.bn.PPP..GDP 0.306653094 -0.241793144
## Intellectual.property.payments....total.trade 0.128178666 -0.002571413
## High.tech.imports....total.trade 0.059654783 0.230981069
## ICT.services.imports....total.trade -0.055466482 -0.121169656
## FDI.net.inflows....GDP -0.300230011 0.350916028
## Research.talent....in.businesses 0.017463504 -0.161839565
## Patents.by.origin.bn.PPP..GDP 0.254615257 -0.404523091
## PCT.patents.by.origin.bn.PPP..GDP 0.281618902 -0.244628966
## Utility.models.by.origin.bn.PPP..GDP -0.273055187 -0.175386017
## Scientific.and.technical.articles.bn.PPP..GDP -0.131752472 -0.242619204
## Citable.documents.H.index 0.298310894 -0.195588898
## Labor.productivity.growth... -0.214572134 0.197092802
## New.businesses.th.pop..15.64 -0.097250961 0.313978536
## Software.spending....GDP 0.129775083 -0.050152496
## ISO.9001.quality.certificates.bn.PPP..GDP -0.687859011 -0.155603493
## High.tech.manufacturing... -0.056619045 -0.080335868
## Intellectual.property.receipts....total.trade 0.251619264 -0.158841900
## Production.and.export.complexity -0.201813822 -0.150367367
## High.tech.exports....total.trade -0.168374796 0.010423105
## ICT.services.exports....total.trade -0.253296695 -0.117126897
## Intangible.asset.intensity..top.15.... 0.097799578 0.073919943
## Trademarks.by.origin.bn.PPP..GDP. -0.177296678 -0.016887696
## Global.brand.value..top.5.000....GDP 0.443255948 0.138922259
## Industrial.designs.by.origin.bn.PPP..GDP. -0.056946914 -0.260260511
## Cultural.and.creative.services.exports....total.trade -0.085499341 -0.035001870
## National.feature.films.mn.pop..15.69 -0.194313124 -0.179982203
## Entertainment.and.media.market.th.pop..15.69 0.336263390 -0.174633118
## Printing.and.other.media....manufacturing -0.319295674 0.148543065
## Creative.goods.exports....total.trade -0.121526749 0.206841977
## Generic.top.level.domains..TLDs..th.pop..15.69 0.244796693 -0.031090607
## Country.code.TLDs.th.pop..15.69 -0.040161105 -0.232916925
## GitHub.commits.mn.pop..15.69 0.143373354 -0.033875048
## Mobile.app.creation.bn.PPP..GDP -0.229055147 0.158584375
## Dim.5 Dim.6
## Political.and.operational.stability -0.033056285 0.080337597
## Government.effectiveness -0.065096907 0.050363993
## Regulatory.quality -0.054923792 0.038000173
## Rule.of.law -0.118929264 0.056886870
## Cost.of.redudancy.dismissal 0.039046012 0.057161148
## Policies.for.doing.business -0.140854248 0.058395502
## Entrepreneurship.policies.and.culture. -0.131653997 0.018823195
## Expenditure.on.education....GDP -0.294667953 -0.175179486
## Government.funding.pupil..secondary....GDP.cap -0.125214130 -0.014889753
## School.life.expectancy..years -0.260769992 -0.190508423
## PISA.scales.in.reading..maths.and.science 0.115805024 0.045395624
## Pupil.teacher.ratio..secondary -0.112878383 0.010460857
## Tertiary.enrolment....gross -0.162509106 -0.228274724
## Graduates.in.science.and.engineering... -0.201196314 0.066229907
## Tertiary.inbound.mobility... -0.013585627 0.009532921
## Researchers..FTE.mn.pop. 0.007325705 0.101488467
## Gross.expenditure.on.R.D....GDP -0.032404432 0.157620968
## Global.corporate.R.D.investors..top.3..mn.US. 0.006672942 -0.078885550
## QS.university.ranking..top.3 -0.007608067 -0.022509671
## ICT.access -0.196276001 -0.163928610
## ICT.use -0.177765575 -0.133117759
## Government.s.online.service -0.184462565 -0.160257147
## E.participation -0.192593328 -0.167708584
## Electricity.output..GWh.mn.pop. -0.413309060 0.146225618
## Logistics.performance -0.052596604 0.048387214
## Gross.capital.formation....GDP 0.133218757 -0.143568782
## GDP.unit.of.energy.use 0.304420409 -0.167942963
## Environmental.performance -0.153776834 -0.042075743
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.125130550 0.164108851
## Finance.for.startups.and.scaleups -0.169073355 0.051866505
## Domestic.credit.to.private.sector....GDP 0.059523459 -0.108745893
## Loans.from.microfinance.institutions....GDP 0.144857240 -0.062252528
## Market.capitalization....GDP -0.004635120 -0.069885124
## Venture.capital.investors..deals.bn.PPP..GDP 0.250027944 -0.012637969
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.164633176 0.163780825
## Venture.capital.received..value....GDP. 0.225882553 0.076998748
## Applied.tariff.rate..weighted.avg.... -0.024022242 -0.039139271
## Domestic.industry.diversification -0.046717721 -0.038399195
## Domestic.market.scale..bn.PPP. 0.007473842 -0.239315122
## Knowledge.intensive.employment... -0.004093775 0.009442836
## Firms.offering.formal.training... 0.362379347 -0.110377385
## GERD.performed.by.business....GDP 0.040006260 0.146531616
## GERD.financed.by.business... 0.150911597 0.054457940
## Females.employed.w.advanced.degrees... 0.012922636 -0.050315767
## University.industry.R.D.collaboration. -0.051750766 0.153953828
## State.of.cluster.development.and.depth. -0.107721391 0.028883558
## GERD.financed.by.abroad....GDP -0.065210813 0.355688689
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.089901912 0.057204985
## Patent.families.bn.PPP..GDP 0.100355162 -0.039645900
## Intellectual.property.payments....total.trade 0.207316522 -0.188958961
## High.tech.imports....total.trade 0.368157892 0.272260612
## ICT.services.imports....total.trade -0.080155109 0.035147083
## FDI.net.inflows....GDP 0.500486896 -0.148545430
## Research.talent....in.businesses 0.136774015 0.055352915
## Patents.by.origin.bn.PPP..GDP 0.047270456 -0.161113735
## PCT.patents.by.origin.bn.PPP..GDP 0.100010513 -0.063614090
## Utility.models.by.origin.bn.PPP..GDP 0.175322984 -0.158443783
## Scientific.and.technical.articles.bn.PPP..GDP -0.174723485 0.010967060
## Citable.documents.H.index -0.023191536 -0.097942453
## Labor.productivity.growth... 0.166484652 0.083607104
## New.businesses.th.pop..15.64 0.126497454 -0.272777025
## Software.spending....GDP -0.199271062 -0.169737976
## ISO.9001.quality.certificates.bn.PPP..GDP 0.068900436 0.209296200
## High.tech.manufacturing... 0.063993091 0.125380295
## Intellectual.property.receipts....total.trade 0.141170468 0.014533304
## Production.and.export.complexity -0.025577501 0.168224166
## High.tech.exports....total.trade 0.178020715 0.281664821
## ICT.services.exports....total.trade -0.010960112 0.095462275
## Intangible.asset.intensity..top.15.... -0.116959955 -0.089431744
## Trademarks.by.origin.bn.PPP..GDP. 0.219971294 -0.624897578
## Global.brand.value..top.5.000....GDP 0.094826898 0.018378710
## Industrial.designs.by.origin.bn.PPP..GDP. 0.232911756 -0.571787776
## Cultural.and.creative.services.exports....total.trade 0.322708581 -0.056895400
## National.feature.films.mn.pop..15.69 0.099655978 0.086586474
## Entertainment.and.media.market.th.pop..15.69 -0.037233390 0.022206983
## Printing.and.other.media....manufacturing 0.083162940 -0.196173217
## Creative.goods.exports....total.trade 0.315381480 0.335974726
## Generic.top.level.domains..TLDs..th.pop..15.69 0.034017675 -0.143630136
## Country.code.TLDs.th.pop..15.69 -0.096767212 0.034970628
## GitHub.commits.mn.pop..15.69 0.120050853 0.174467168
## Mobile.app.creation.bn.PPP..GDP 0.329539539 0.185744775
## Dim.7
## Political.and.operational.stability -0.234508427
## Government.effectiveness -0.118076535
## Regulatory.quality -0.096566174
## Rule.of.law -0.106731238
## Cost.of.redudancy.dismissal -0.198319959
## Policies.for.doing.business -0.063972247
## Entrepreneurship.policies.and.culture. 0.333356765
## Expenditure.on.education....GDP -0.155030511
## Government.funding.pupil..secondary....GDP.cap -0.089960756
## School.life.expectancy..years 0.011537595
## PISA.scales.in.reading..maths.and.science -0.104391530
## Pupil.teacher.ratio..secondary -0.145789668
## Tertiary.enrolment....gross -0.024857432
## Graduates.in.science.and.engineering... -0.142044633
## Tertiary.inbound.mobility... -0.088710189
## Researchers..FTE.mn.pop. -0.199844883
## Gross.expenditure.on.R.D....GDP -0.084823529
## Global.corporate.R.D.investors..top.3..mn.US. 0.058789946
## QS.university.ranking..top.3 0.001674717
## ICT.access -0.033272760
## ICT.use -0.069197432
## Government.s.online.service 0.191674808
## E.participation 0.203934968
## Electricity.output..GWh.mn.pop. -0.073634292
## Logistics.performance -0.047015476
## Gross.capital.formation....GDP -0.306275803
## GDP.unit.of.energy.use 0.203417337
## Environmental.performance -0.024889213
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.018659197
## Finance.for.startups.and.scaleups 0.341676125
## Domestic.credit.to.private.sector....GDP -0.267712147
## Loans.from.microfinance.institutions....GDP -0.079675005
## Market.capitalization....GDP -0.026346772
## Venture.capital.investors..deals.bn.PPP..GDP 0.159912756
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.235031825
## Venture.capital.received..value....GDP. 0.272579936
## Applied.tariff.rate..weighted.avg.... -0.101330141
## Domestic.industry.diversification 0.218805617
## Domestic.market.scale..bn.PPP. 0.175373231
## Knowledge.intensive.employment... 0.020645015
## Firms.offering.formal.training... 0.131475083
## GERD.performed.by.business....GDP -0.092583749
## GERD.financed.by.business... -0.077210047
## Females.employed.w.advanced.degrees... -0.040606580
## University.industry.R.D.collaboration. 0.002188579
## State.of.cluster.development.and.depth. -0.012893693
## GERD.financed.by.abroad....GDP -0.004602305
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.050233284
## Patent.families.bn.PPP..GDP -0.023382018
## Intellectual.property.payments....total.trade 0.182274114
## High.tech.imports....total.trade -0.217624536
## ICT.services.imports....total.trade 0.075203590
## FDI.net.inflows....GDP -0.089822107
## Research.talent....in.businesses -0.076247714
## Patents.by.origin.bn.PPP..GDP -0.062122130
## PCT.patents.by.origin.bn.PPP..GDP 0.005761395
## Utility.models.by.origin.bn.PPP..GDP -0.303057546
## Scientific.and.technical.articles.bn.PPP..GDP -0.025737083
## Citable.documents.H.index 0.072827932
## Labor.productivity.growth... 0.142812748
## New.businesses.th.pop..15.64 -0.164304247
## Software.spending....GDP 0.103730266
## ISO.9001.quality.certificates.bn.PPP..GDP 0.055283847
## High.tech.manufacturing... 0.029637950
## Intellectual.property.receipts....total.trade 0.067357691
## Production.and.export.complexity 0.067040377
## High.tech.exports....total.trade -0.004390016
## ICT.services.exports....total.trade 0.422032566
## Intangible.asset.intensity..top.15.... 0.291517066
## Trademarks.by.origin.bn.PPP..GDP. -0.157863832
## Global.brand.value..top.5.000....GDP -0.055230248
## Industrial.designs.by.origin.bn.PPP..GDP. -0.130119670
## Cultural.and.creative.services.exports....total.trade 0.322406160
## National.feature.films.mn.pop..15.69 -0.109451924
## Entertainment.and.media.market.th.pop..15.69 -0.086162757
## Printing.and.other.media....manufacturing 0.260790540
## Creative.goods.exports....total.trade -0.240801243
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.027185650
## Country.code.TLDs.th.pop..15.69 -0.164486619
## GitHub.commits.mn.pop..15.69 -0.002433459
## Mobile.app.creation.bn.PPP..GDP 0.122963922
## Dim.8
## Political.and.operational.stability 0.1555000645
## Government.effectiveness 0.0529893583
## Regulatory.quality 0.1041878570
## Rule.of.law 0.0629499795
## Cost.of.redudancy.dismissal -0.1040200369
## Policies.for.doing.business 0.1080318343
## Entrepreneurship.policies.and.culture. -0.0290700289
## Expenditure.on.education....GDP -0.4189820611
## Government.funding.pupil..secondary....GDP.cap -0.2338538059
## School.life.expectancy..years -0.0309206281
## PISA.scales.in.reading..maths.and.science 0.0160548133
## Pupil.teacher.ratio..secondary 0.0261396494
## Tertiary.enrolment....gross -0.1245871270
## Graduates.in.science.and.engineering... -0.1621181560
## Tertiary.inbound.mobility... 0.0960702688
## Researchers..FTE.mn.pop. 0.0422656780
## Gross.expenditure.on.R.D....GDP -0.0499688165
## Global.corporate.R.D.investors..top.3..mn.US. 0.0248016585
## QS.university.ranking..top.3 -0.0446328581
## ICT.access -0.0038803071
## ICT.use -0.0272352600
## Government.s.online.service -0.0272591175
## E.participation 0.0003599951
## Electricity.output..GWh.mn.pop. -0.1534937592
## Logistics.performance 0.1046852670
## Gross.capital.formation....GDP -0.3851619715
## GDP.unit.of.energy.use 0.4840989191
## Environmental.performance 0.1358731738
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0794953603
## Finance.for.startups.and.scaleups -0.0556568660
## Domestic.credit.to.private.sector....GDP 0.0036590575
## Loans.from.microfinance.institutions....GDP -0.2421968093
## Market.capitalization....GDP -0.1272400782
## Venture.capital.investors..deals.bn.PPP..GDP -0.1269644887
## Venture.capital.recipients..deals.bn.PPP..GDP. -0.3165767501
## Venture.capital.received..value....GDP. -0.3738294832
## Applied.tariff.rate..weighted.avg.... 0.1009713740
## Domestic.industry.diversification -0.0999806205
## Domestic.market.scale..bn.PPP. -0.1105411787
## Knowledge.intensive.employment... 0.0340067012
## Firms.offering.formal.training... 0.1915163233
## GERD.performed.by.business....GDP -0.0243911455
## GERD.financed.by.business... 0.0806031956
## Females.employed.w.advanced.degrees... 0.0015016654
## University.industry.R.D.collaboration. 0.0959055661
## State.of.cluster.development.and.depth. 0.1448464457
## GERD.financed.by.abroad....GDP -0.1162765499
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.1824314131
## Patent.families.bn.PPP..GDP 0.0571974361
## Intellectual.property.payments....total.trade 0.2873019076
## High.tech.imports....total.trade -0.0821391596
## ICT.services.imports....total.trade -0.0406895346
## FDI.net.inflows....GDP -0.0975412775
## Research.talent....in.businesses 0.0761467504
## Patents.by.origin.bn.PPP..GDP -0.0040279298
## PCT.patents.by.origin.bn.PPP..GDP 0.0388483027
## Utility.models.by.origin.bn.PPP..GDP -0.1154158283
## Scientific.and.technical.articles.bn.PPP..GDP -0.0930195778
## Citable.documents.H.index 0.0005467100
## Labor.productivity.growth... -0.2732089016
## New.businesses.th.pop..15.64 -0.0261721949
## Software.spending....GDP 0.0877667813
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0227483094
## High.tech.manufacturing... 0.0075681238
## Intellectual.property.receipts....total.trade 0.0595748008
## Production.and.export.complexity 0.0321428540
## High.tech.exports....total.trade 0.0888851355
## ICT.services.exports....total.trade -0.1840825581
## Intangible.asset.intensity..top.15.... 0.0161657968
## Trademarks.by.origin.bn.PPP..GDP. -0.1172435087
## Global.brand.value..top.5.000....GDP 0.0053619651
## Industrial.designs.by.origin.bn.PPP..GDP. -0.1023604639
## Cultural.and.creative.services.exports....total.trade -0.0554576298
## National.feature.films.mn.pop..15.69 0.0602718478
## Entertainment.and.media.market.th.pop..15.69 0.0785651223
## Printing.and.other.media....manufacturing 0.1921276611
## Creative.goods.exports....total.trade 0.0952256453
## Generic.top.level.domains..TLDs..th.pop..15.69 0.1036678791
## Country.code.TLDs.th.pop..15.69 0.1260402747
## GitHub.commits.mn.pop..15.69 -0.0592270669
## Mobile.app.creation.bn.PPP..GDP -0.3478043923
## Dim.9
## Political.and.operational.stability -0.1823968699
## Government.effectiveness -0.0985009035
## Regulatory.quality -0.0567923749
## Rule.of.law -0.0822822154
## Cost.of.redudancy.dismissal 0.2772514979
## Policies.for.doing.business -0.4280465310
## Entrepreneurship.policies.and.culture. -0.1116684966
## Expenditure.on.education....GDP -0.0531447167
## Government.funding.pupil..secondary....GDP.cap 0.2256799163
## School.life.expectancy..years 0.1190397025
## PISA.scales.in.reading..maths.and.science 0.0625222970
## Pupil.teacher.ratio..secondary -0.1245690882
## Tertiary.enrolment....gross 0.1314601794
## Graduates.in.science.and.engineering... 0.1437740807
## Tertiary.inbound.mobility... 0.1270490679
## Researchers..FTE.mn.pop. 0.0251407906
## Gross.expenditure.on.R.D....GDP -0.0921906595
## Global.corporate.R.D.investors..top.3..mn.US. -0.0172845172
## QS.university.ranking..top.3 0.1633970493
## ICT.access -0.0009953745
## ICT.use 0.0087409032
## Government.s.online.service -0.1329642039
## E.participation -0.1178628482
## Electricity.output..GWh.mn.pop. 0.0451960170
## Logistics.performance 0.0190250036
## Gross.capital.formation....GDP -0.4169995096
## GDP.unit.of.energy.use 0.0789330576
## Environmental.performance -0.0252940713
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0303553789
## Finance.for.startups.and.scaleups -0.0033733498
## Domestic.credit.to.private.sector....GDP 0.0223823037
## Loans.from.microfinance.institutions....GDP -0.2803254446
## Market.capitalization....GDP 0.3138978768
## Venture.capital.investors..deals.bn.PPP..GDP 0.0547776331
## Venture.capital.recipients..deals.bn.PPP..GDP. -0.0180452363
## Venture.capital.received..value....GDP. -0.0418933730
## Applied.tariff.rate..weighted.avg.... -0.0193203132
## Domestic.industry.diversification 0.0024935909
## Domestic.market.scale..bn.PPP. 0.0651060130
## Knowledge.intensive.employment... 0.1999037403
## Firms.offering.formal.training... -0.3099331738
## GERD.performed.by.business....GDP -0.1488619451
## GERD.financed.by.business... 0.0188236909
## Females.employed.w.advanced.degrees... 0.1486710109
## University.industry.R.D.collaboration. -0.3357962946
## State.of.cluster.development.and.depth. -0.3473670153
## GERD.financed.by.abroad....GDP -0.1304308457
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0801270724
## Patent.families.bn.PPP..GDP -0.0637436395
## Intellectual.property.payments....total.trade 0.1073748186
## High.tech.imports....total.trade 0.0893907224
## ICT.services.imports....total.trade -0.1682939511
## FDI.net.inflows....GDP 0.0570125045
## Research.talent....in.businesses 0.0098963542
## Patents.by.origin.bn.PPP..GDP -0.0724845315
## PCT.patents.by.origin.bn.PPP..GDP -0.0744071736
## Utility.models.by.origin.bn.PPP..GDP -0.0942911171
## Scientific.and.technical.articles.bn.PPP..GDP 0.0173109777
## Citable.documents.H.index 0.1148454172
## Labor.productivity.growth... -0.3344143139
## New.businesses.th.pop..15.64 0.0526431250
## Software.spending....GDP 0.1118964599
## ISO.9001.quality.certificates.bn.PPP..GDP 0.1352313479
## High.tech.manufacturing... 0.0810247498
## Intellectual.property.receipts....total.trade 0.0247145705
## Production.and.export.complexity -0.0158171757
## High.tech.exports....total.trade -0.0098993714
## ICT.services.exports....total.trade -0.0209282286
## Intangible.asset.intensity..top.15.... -0.0025702986
## Trademarks.by.origin.bn.PPP..GDP. -0.0630663598
## Global.brand.value..top.5.000....GDP 0.1430939201
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0467241256
## Cultural.and.creative.services.exports....total.trade -0.0334664169
## National.feature.films.mn.pop..15.69 -0.0376956397
## Entertainment.and.media.market.th.pop..15.69 0.1250535496
## Printing.and.other.media....manufacturing -0.1343733632
## Creative.goods.exports....total.trade 0.0603741824
## Generic.top.level.domains..TLDs..th.pop..15.69 0.1105193566
## Country.code.TLDs.th.pop..15.69 -0.0681400505
## GitHub.commits.mn.pop..15.69 0.0697300642
## Mobile.app.creation.bn.PPP..GDP 0.1438313972
## Dim.10
## Political.and.operational.stability -0.0117781288
## Government.effectiveness -0.0405494151
## Regulatory.quality -0.0355944683
## Rule.of.law -0.0015885562
## Cost.of.redudancy.dismissal 0.3679519519
## Policies.for.doing.business -0.0008546144
## Entrepreneurship.policies.and.culture. 0.0392940860
## Expenditure.on.education....GDP -0.3251091718
## Government.funding.pupil..secondary....GDP.cap -0.1439716199
## School.life.expectancy..years -0.1301234019
## PISA.scales.in.reading..maths.and.science 0.0371636233
## Pupil.teacher.ratio..secondary 0.1222716303
## Tertiary.enrolment....gross -0.0917103906
## Graduates.in.science.and.engineering... 0.0884084714
## Tertiary.inbound.mobility... 0.1256357758
## Researchers..FTE.mn.pop. -0.0263532281
## Gross.expenditure.on.R.D....GDP 0.0138372937
## Global.corporate.R.D.investors..top.3..mn.US. 0.0685576362
## QS.university.ranking..top.3 0.0109928712
## ICT.access -0.0694429280
## ICT.use -0.0227277886
## Government.s.online.service -0.0891340504
## E.participation -0.0881727350
## Electricity.output..GWh.mn.pop. -0.0010099364
## Logistics.performance 0.0290648529
## Gross.capital.formation....GDP 0.1823474786
## GDP.unit.of.energy.use -0.1113616506
## Environmental.performance 0.0610309701
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.3807354251
## Finance.for.startups.and.scaleups 0.1215453009
## Domestic.credit.to.private.sector....GDP 0.0406172979
## Loans.from.microfinance.institutions....GDP 0.1494390287
## Market.capitalization....GDP 0.1321496763
## Venture.capital.investors..deals.bn.PPP..GDP -0.0630588250
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0931050085
## Venture.capital.received..value....GDP. 0.1287496193
## Applied.tariff.rate..weighted.avg.... -0.1635486507
## Domestic.industry.diversification 0.1305953984
## Domestic.market.scale..bn.PPP. 0.1563785084
## Knowledge.intensive.employment... -0.0720327018
## Firms.offering.formal.training... -0.2189198160
## GERD.performed.by.business....GDP -0.0059146189
## GERD.financed.by.business... -0.0482725394
## Females.employed.w.advanced.degrees... -0.1121196720
## University.industry.R.D.collaboration. 0.0027761285
## State.of.cluster.development.and.depth. 0.0352884513
## GERD.financed.by.abroad....GDP -0.0221058559
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0092153684
## Patent.families.bn.PPP..GDP -0.0122251256
## Intellectual.property.payments....total.trade -0.2050868830
## High.tech.imports....total.trade -0.1900534754
## ICT.services.imports....total.trade -0.0312537922
## FDI.net.inflows....GDP 0.1264749398
## Research.talent....in.businesses 0.0008219386
## Patents.by.origin.bn.PPP..GDP 0.0562454666
## PCT.patents.by.origin.bn.PPP..GDP 0.0039200376
## Utility.models.by.origin.bn.PPP..GDP -0.1737532555
## Scientific.and.technical.articles.bn.PPP..GDP 0.2042800751
## Citable.documents.H.index 0.1418072806
## Labor.productivity.growth... -0.0442471078
## New.businesses.th.pop..15.64 0.0313419347
## Software.spending....GDP -0.0254465353
## ISO.9001.quality.certificates.bn.PPP..GDP 0.2367480393
## High.tech.manufacturing... 0.0228596955
## Intellectual.property.receipts....total.trade -0.0318848486
## Production.and.export.complexity -0.0350369157
## High.tech.exports....total.trade -0.0743440876
## ICT.services.exports....total.trade -0.3443093274
## Intangible.asset.intensity..top.15.... 0.0551862654
## Trademarks.by.origin.bn.PPP..GDP. -0.1044806750
## Global.brand.value..top.5.000....GDP 0.0397603430
## Industrial.designs.by.origin.bn.PPP..GDP. 0.1293867684
## Cultural.and.creative.services.exports....total.trade 0.0065854223
## National.feature.films.mn.pop..15.69 -0.0080801842
## Entertainment.and.media.market.th.pop..15.69 0.0058435223
## Printing.and.other.media....manufacturing 0.4333099794
## Creative.goods.exports....total.trade -0.0866989201
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.0120367609
## Country.code.TLDs.th.pop..15.69 0.0804228786
## GitHub.commits.mn.pop..15.69 -0.1337549891
## Mobile.app.creation.bn.PPP..GDP -0.1504543581
## Dim.11
## Political.and.operational.stability 0.025489265
## Government.effectiveness 0.069100484
## Regulatory.quality 0.072746214
## Rule.of.law 0.011206059
## Cost.of.redudancy.dismissal 0.315546288
## Policies.for.doing.business -0.114849752
## Entrepreneurship.policies.and.culture. 0.117122650
## Expenditure.on.education....GDP -0.021543673
## Government.funding.pupil..secondary....GDP.cap -0.519514539
## School.life.expectancy..years 0.095597890
## PISA.scales.in.reading..maths.and.science 0.084200627
## Pupil.teacher.ratio..secondary -0.333003701
## Tertiary.enrolment....gross 0.136747386
## Graduates.in.science.and.engineering... -0.038958416
## Tertiary.inbound.mobility... 0.084675244
## Researchers..FTE.mn.pop. -0.008799330
## Gross.expenditure.on.R.D....GDP -0.060682595
## Global.corporate.R.D.investors..top.3..mn.US. 0.037930153
## QS.university.ranking..top.3 0.126351939
## ICT.access -0.027439129
## ICT.use 0.008370808
## Government.s.online.service 0.167468885
## E.participation 0.192227040
## Electricity.output..GWh.mn.pop. 0.046663520
## Logistics.performance -0.007709249
## Gross.capital.formation....GDP 0.047822453
## GDP.unit.of.energy.use -0.121969739
## Environmental.performance 0.084723533
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.114216943
## Finance.for.startups.and.scaleups 0.013009338
## Domestic.credit.to.private.sector....GDP -0.048698133
## Loans.from.microfinance.institutions....GDP 0.386342964
## Market.capitalization....GDP -0.044914828
## Venture.capital.investors..deals.bn.PPP..GDP -0.053071706
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.040935609
## Venture.capital.received..value....GDP. -0.001355863
## Applied.tariff.rate..weighted.avg.... 0.080220029
## Domestic.industry.diversification -0.008471357
## Domestic.market.scale..bn.PPP. 0.058427908
## Knowledge.intensive.employment... 0.078517220
## Firms.offering.formal.training... 0.119088332
## GERD.performed.by.business....GDP -0.066960093
## GERD.financed.by.business... -0.004006449
## Females.employed.w.advanced.degrees... 0.190367948
## University.industry.R.D.collaboration. -0.129737069
## State.of.cluster.development.and.depth. -0.213382337
## GERD.financed.by.abroad....GDP -0.065404330
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.002031005
## Patent.families.bn.PPP..GDP -0.032033131
## Intellectual.property.payments....total.trade 0.070390069
## High.tech.imports....total.trade 0.161524396
## ICT.services.imports....total.trade 0.018348393
## FDI.net.inflows....GDP -0.133670462
## Research.talent....in.businesses 0.011321481
## Patents.by.origin.bn.PPP..GDP -0.072683993
## PCT.patents.by.origin.bn.PPP..GDP -0.059374470
## Utility.models.by.origin.bn.PPP..GDP 0.141977895
## Scientific.and.technical.articles.bn.PPP..GDP -0.096457913
## Citable.documents.H.index 0.069302835
## Labor.productivity.growth... 0.069262495
## New.businesses.th.pop..15.64 0.114370055
## Software.spending....GDP -0.055780756
## ISO.9001.quality.certificates.bn.PPP..GDP -0.217357011
## High.tech.manufacturing... -0.026548331
## Intellectual.property.receipts....total.trade -0.058608404
## Production.and.export.complexity -0.025929887
## High.tech.exports....total.trade 0.046819961
## ICT.services.exports....total.trade -0.088801875
## Intangible.asset.intensity..top.15.... -0.054334873
## Trademarks.by.origin.bn.PPP..GDP. -0.116601855
## Global.brand.value..top.5.000....GDP -0.023769188
## Industrial.designs.by.origin.bn.PPP..GDP. -0.295466892
## Cultural.and.creative.services.exports....total.trade -0.028507190
## National.feature.films.mn.pop..15.69 0.036994919
## Entertainment.and.media.market.th.pop..15.69 0.019196859
## Printing.and.other.media....manufacturing 0.099316030
## Creative.goods.exports....total.trade 0.014444015
## Generic.top.level.domains..TLDs..th.pop..15.69 0.032930900
## Country.code.TLDs.th.pop..15.69 0.100097796
## GitHub.commits.mn.pop..15.69 0.021474614
## Mobile.app.creation.bn.PPP..GDP -0.081915907
## Dim.12
## Political.and.operational.stability -0.1032528004
## Government.effectiveness -0.0396127655
## Regulatory.quality -0.0308539767
## Rule.of.law 0.0112792181
## Cost.of.redudancy.dismissal -0.1789998663
## Policies.for.doing.business 0.0074084136
## Entrepreneurship.policies.and.culture. -0.2993450312
## Expenditure.on.education....GDP 0.0496790332
## Government.funding.pupil..secondary....GDP.cap -0.1693657733
## School.life.expectancy..years 0.2707020040
## PISA.scales.in.reading..maths.and.science 0.0204539403
## Pupil.teacher.ratio..secondary -0.0705320824
## Tertiary.enrolment....gross 0.2269557100
## Graduates.in.science.and.engineering... -0.0697358068
## Tertiary.inbound.mobility... -0.1472074651
## Researchers..FTE.mn.pop. 0.0353383037
## Gross.expenditure.on.R.D....GDP 0.0794184755
## Global.corporate.R.D.investors..top.3..mn.US. -0.0658441143
## QS.university.ranking..top.3 0.0523187919
## ICT.access 0.0077508224
## ICT.use -0.0116376826
## Government.s.online.service -0.1671950684
## E.participation -0.1943216835
## Electricity.output..GWh.mn.pop. -0.1145008737
## Logistics.performance -0.0073864163
## Gross.capital.formation....GDP 0.0724400048
## GDP.unit.of.energy.use 0.3655015806
## Environmental.performance -0.1139371099
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0923853407
## Finance.for.startups.and.scaleups -0.2440960517
## Domestic.credit.to.private.sector....GDP -0.0448589037
## Loans.from.microfinance.institutions....GDP 0.0640116663
## Market.capitalization....GDP 0.0986946273
## Venture.capital.investors..deals.bn.PPP..GDP 0.0009491239
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0380689013
## Venture.capital.received..value....GDP. 0.0344981994
## Applied.tariff.rate..weighted.avg.... 0.0062167945
## Domestic.industry.diversification 0.3680289869
## Domestic.market.scale..bn.PPP. -0.0634512369
## Knowledge.intensive.employment... 0.0076259272
## Firms.offering.formal.training... -0.1461629203
## GERD.performed.by.business....GDP 0.0457061805
## GERD.financed.by.business... -0.0805574950
## Females.employed.w.advanced.degrees... 0.0530502330
## University.industry.R.D.collaboration. 0.0866164729
## State.of.cluster.development.and.depth. 0.0654759891
## GERD.financed.by.abroad....GDP 0.1824370330
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.0165206995
## Patent.families.bn.PPP..GDP -0.0144939350
## Intellectual.property.payments....total.trade -0.1494611618
## High.tech.imports....total.trade 0.0070578318
## ICT.services.imports....total.trade -0.2346872592
## FDI.net.inflows....GDP -0.1671853713
## Research.talent....in.businesses -0.0660713080
## Patents.by.origin.bn.PPP..GDP -0.0389211290
## PCT.patents.by.origin.bn.PPP..GDP -0.0555283492
## Utility.models.by.origin.bn.PPP..GDP 0.0362669276
## Scientific.and.technical.articles.bn.PPP..GDP 0.1308524576
## Citable.documents.H.index 0.0656094264
## Labor.productivity.growth... 0.2223272000
## New.businesses.th.pop..15.64 -0.0127780860
## Software.spending....GDP 0.1912674316
## ISO.9001.quality.certificates.bn.PPP..GDP -0.0021239054
## High.tech.manufacturing... 0.0593092694
## Intellectual.property.receipts....total.trade -0.0992769871
## Production.and.export.complexity -0.0063151084
## High.tech.exports....total.trade -0.0672510283
## ICT.services.exports....total.trade -0.0133098809
## Intangible.asset.intensity..top.15.... -0.0425602706
## Trademarks.by.origin.bn.PPP..GDP. -0.0783600109
## Global.brand.value..top.5.000....GDP -0.1270780404
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0344894593
## Cultural.and.creative.services.exports....total.trade -0.0649447908
## National.feature.films.mn.pop..15.69 0.0276228048
## Entertainment.and.media.market.th.pop..15.69 0.1533377463
## Printing.and.other.media....manufacturing 0.2614372752
## Creative.goods.exports....total.trade 0.0083821716
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0645634679
## Country.code.TLDs.th.pop..15.69 0.0985150255
## GitHub.commits.mn.pop..15.69 0.1339657089
## Mobile.app.creation.bn.PPP..GDP 0.0523983364
## Dim.13 Dim.14
## Political.and.operational.stability 0.007589125 -0.051415096
## Government.effectiveness -0.020919278 -0.019568044
## Regulatory.quality -0.012223900 0.010025030
## Rule.of.law -0.067181148 0.006357659
## Cost.of.redudancy.dismissal 0.117942784 0.207984187
## Policies.for.doing.business 0.057149556 -0.019617463
## Entrepreneurship.policies.and.culture. -0.274510050 -0.249056521
## Expenditure.on.education....GDP -0.104327579 0.204468857
## Government.funding.pupil..secondary....GDP.cap 0.029075780 0.169217443
## School.life.expectancy..years 0.012373334 -0.229442643
## PISA.scales.in.reading..maths.and.science -0.035111008 -0.048714228
## Pupil.teacher.ratio..secondary 0.304866110 0.014281912
## Tertiary.enrolment....gross -0.051934888 -0.154994892
## Graduates.in.science.and.engineering... 0.432732961 -0.333763164
## Tertiary.inbound.mobility... 0.008063034 0.108638611
## Researchers..FTE.mn.pop. 0.033035779 -0.058471904
## Gross.expenditure.on.R.D....GDP 0.041435120 0.010665580
## Global.corporate.R.D.investors..top.3..mn.US. 0.047413256 -0.023722250
## QS.university.ranking..top.3 -0.047654312 -0.032691151
## ICT.access 0.031428671 -0.002857831
## ICT.use 0.007641794 -0.089645158
## Government.s.online.service 0.086195921 0.105373170
## E.participation 0.121832024 0.140704487
## Electricity.output..GWh.mn.pop. 0.035024863 -0.058541096
## Logistics.performance -0.085889614 -0.008742944
## Gross.capital.formation....GDP -0.021220434 -0.202052052
## GDP.unit.of.energy.use -0.012169506 -0.003582753
## Environmental.performance 0.109050353 0.081756730
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.190436028 0.082672783
## Finance.for.startups.and.scaleups -0.274580999 -0.158424441
## Domestic.credit.to.private.sector....GDP -0.153743465 0.187017762
## Loans.from.microfinance.institutions....GDP 0.141382260 0.144172125
## Market.capitalization....GDP -0.005457072 0.040375215
## Venture.capital.investors..deals.bn.PPP..GDP 0.020342822 -0.006569788
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.043036538 0.000891835
## Venture.capital.received..value....GDP. 0.006912284 -0.118551050
## Applied.tariff.rate..weighted.avg.... 0.142045515 0.023055441
## Domestic.industry.diversification 0.049030663 0.057685883
## Domestic.market.scale..bn.PPP. -0.016074307 -0.069005826
## Knowledge.intensive.employment... 0.055017187 -0.159700824
## Firms.offering.formal.training... -0.088551189 -0.150709600
## GERD.performed.by.business....GDP 0.046161744 0.033568256
## GERD.financed.by.business... 0.058248178 0.040526876
## Females.employed.w.advanced.degrees... 0.091571572 -0.116367347
## University.industry.R.D.collaboration. 0.018216784 -0.067084419
## State.of.cluster.development.and.depth. -0.002903393 -0.042256904
## GERD.financed.by.abroad....GDP -0.101393893 -0.041426539
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.010614614 0.002162526
## Patent.families.bn.PPP..GDP 0.089731897 0.032599402
## Intellectual.property.payments....total.trade 0.181425413 0.104339854
## High.tech.imports....total.trade -0.118942765 0.125940070
## ICT.services.imports....total.trade -0.150898617 0.048604327
## FDI.net.inflows....GDP 0.052091178 -0.144608525
## Research.talent....in.businesses 0.001398200 0.027680126
## Patents.by.origin.bn.PPP..GDP 0.102033570 -0.035447373
## PCT.patents.by.origin.bn.PPP..GDP 0.080643200 0.070456077
## Utility.models.by.origin.bn.PPP..GDP 0.092996684 -0.024504710
## Scientific.and.technical.articles.bn.PPP..GDP -0.169496628 0.086254693
## Citable.documents.H.index -0.027044317 0.056616127
## Labor.productivity.growth... 0.105293565 0.352882227
## New.businesses.th.pop..15.64 -0.236109841 0.198033862
## Software.spending....GDP -0.091217318 0.071895038
## ISO.9001.quality.certificates.bn.PPP..GDP -0.092219310 0.088951897
## High.tech.manufacturing... 0.074685101 0.063841139
## Intellectual.property.receipts....total.trade 0.181954772 0.046818474
## Production.and.export.complexity 0.114883024 0.141341492
## High.tech.exports....total.trade 0.052265762 0.061909723
## ICT.services.exports....total.trade 0.002210334 0.153723665
## Intangible.asset.intensity..top.15.... -0.119314240 0.152878536
## Trademarks.by.origin.bn.PPP..GDP. -0.195931527 0.024451883
## Global.brand.value..top.5.000....GDP 0.090712836 0.004218109
## Industrial.designs.by.origin.bn.PPP..GDP. -0.015612582 -0.053230236
## Cultural.and.creative.services.exports....total.trade 0.200370089 -0.137103597
## National.feature.films.mn.pop..15.69 -0.253872342 -0.128726768
## Entertainment.and.media.market.th.pop..15.69 0.025472882 -0.004041168
## Printing.and.other.media....manufacturing 0.105296823 0.058056396
## Creative.goods.exports....total.trade -0.154425397 -0.038073585
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.072874060 0.017011492
## Country.code.TLDs.th.pop..15.69 -0.181203837 -0.041833002
## GitHub.commits.mn.pop..15.69 -0.016923619 -0.113420731
## Mobile.app.creation.bn.PPP..GDP -0.058189458 -0.116625837
## Dim.15
## Political.and.operational.stability 0.004350071
## Government.effectiveness 0.010227677
## Regulatory.quality -0.048697823
## Rule.of.law 0.027459885
## Cost.of.redudancy.dismissal -0.206198034
## Policies.for.doing.business -0.015544357
## Entrepreneurship.policies.and.culture. 0.031405462
## Expenditure.on.education....GDP 0.007410856
## Government.funding.pupil..secondary....GDP.cap 0.196426537
## School.life.expectancy..years 0.158714583
## PISA.scales.in.reading..maths.and.science -0.034923897
## Pupil.teacher.ratio..secondary -0.265441887
## Tertiary.enrolment....gross -0.039334480
## Graduates.in.science.and.engineering... 0.307187240
## Tertiary.inbound.mobility... 0.177233185
## Researchers..FTE.mn.pop. 0.084497903
## Gross.expenditure.on.R.D....GDP -0.014859655
## Global.corporate.R.D.investors..top.3..mn.US. -0.023542961
## QS.university.ranking..top.3 0.015090686
## ICT.access -0.071028711
## ICT.use -0.060908315
## Government.s.online.service 0.074323647
## E.participation 0.050896159
## Electricity.output..GWh.mn.pop. -0.212088778
## Logistics.performance 0.057984750
## Gross.capital.formation....GDP 0.270883574
## GDP.unit.of.energy.use 0.090723277
## Environmental.performance -0.020112966
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.032127326
## Finance.for.startups.and.scaleups 0.019785471
## Domestic.credit.to.private.sector....GDP -0.033005807
## Loans.from.microfinance.institutions....GDP 0.149997407
## Market.capitalization....GDP 0.028533045
## Venture.capital.investors..deals.bn.PPP..GDP -0.022840127
## Venture.capital.recipients..deals.bn.PPP..GDP. -0.122083202
## Venture.capital.received..value....GDP. -0.205578859
## Applied.tariff.rate..weighted.avg.... -0.155794632
## Domestic.industry.diversification 0.097461241
## Domestic.market.scale..bn.PPP. -0.099548716
## Knowledge.intensive.employment... -0.071665630
## Firms.offering.formal.training... -0.045082364
## GERD.performed.by.business....GDP -0.063818146
## GERD.financed.by.business... 0.037500788
## Females.employed.w.advanced.degrees... -0.090855592
## University.industry.R.D.collaboration. -0.050816718
## State.of.cluster.development.and.depth. -0.064045246
## GERD.financed.by.abroad....GDP -0.146010830
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.009804794
## Patent.families.bn.PPP..GDP -0.040714804
## Intellectual.property.payments....total.trade 0.154596403
## High.tech.imports....total.trade -0.026732871
## ICT.services.imports....total.trade 0.154194800
## FDI.net.inflows....GDP 0.124743630
## Research.talent....in.businesses 0.022331266
## Patents.by.origin.bn.PPP..GDP -0.015527093
## PCT.patents.by.origin.bn.PPP..GDP -0.029198294
## Utility.models.by.origin.bn.PPP..GDP -0.224901546
## Scientific.and.technical.articles.bn.PPP..GDP 0.167494476
## Citable.documents.H.index -0.025589431
## Labor.productivity.growth... 0.162742082
## New.businesses.th.pop..15.64 0.064838359
## Software.spending....GDP -0.054447211
## ISO.9001.quality.certificates.bn.PPP..GDP 0.004205251
## High.tech.manufacturing... 0.190837544
## Intellectual.property.receipts....total.trade 0.029950800
## Production.and.export.complexity 0.035495805
## High.tech.exports....total.trade 0.039217207
## ICT.services.exports....total.trade -0.126720577
## Intangible.asset.intensity..top.15.... 0.113382777
## Trademarks.by.origin.bn.PPP..GDP. -0.117324852
## Global.brand.value..top.5.000....GDP -0.018937446
## Industrial.designs.by.origin.bn.PPP..GDP. -0.087314238
## Cultural.and.creative.services.exports....total.trade 0.124626889
## National.feature.films.mn.pop..15.69 -0.001527243
## Entertainment.and.media.market.th.pop..15.69 0.007943250
## Printing.and.other.media....manufacturing -0.164869675
## Creative.goods.exports....total.trade 0.022755086
## Generic.top.level.domains..TLDs..th.pop..15.69 0.001986557
## Country.code.TLDs.th.pop..15.69 0.174636794
## GitHub.commits.mn.pop..15.69 -0.030965697
## Mobile.app.creation.bn.PPP..GDP -0.017795335
## Dim.16
## Political.and.operational.stability -0.0971238967
## Government.effectiveness -0.0463975333
## Regulatory.quality -0.0939341989
## Rule.of.law -0.0784223035
## Cost.of.redudancy.dismissal 0.0656925936
## Policies.for.doing.business 0.1195317491
## Entrepreneurship.policies.and.culture. -0.1239827865
## Expenditure.on.education....GDP -0.3136752055
## Government.funding.pupil..secondary....GDP.cap -0.0725592968
## School.life.expectancy..years 0.0822980602
## PISA.scales.in.reading..maths.and.science 0.0332173633
## Pupil.teacher.ratio..secondary -0.2228311465
## Tertiary.enrolment....gross 0.0880790629
## Graduates.in.science.and.engineering... -0.0946174564
## Tertiary.inbound.mobility... 0.1769005576
## Researchers..FTE.mn.pop. 0.0128332779
## Gross.expenditure.on.R.D....GDP -0.0216924304
## Global.corporate.R.D.investors..top.3..mn.US. 0.0018637058
## QS.university.ranking..top.3 0.0282550598
## ICT.access 0.0067047098
## ICT.use 0.0342420130
## Government.s.online.service 0.0652708254
## E.participation 0.0692292992
## Electricity.output..GWh.mn.pop. 0.2154111069
## Logistics.performance 0.0348898008
## Gross.capital.formation....GDP 0.0859056326
## GDP.unit.of.energy.use -0.1966666257
## Environmental.performance -0.1504166609
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0754481337
## Finance.for.startups.and.scaleups -0.1461038350
## Domestic.credit.to.private.sector....GDP -0.0307548702
## Loans.from.microfinance.institutions....GDP -0.3240733646
## Market.capitalization....GDP 0.0320806398
## Venture.capital.investors..deals.bn.PPP..GDP -0.0152116868
## Venture.capital.recipients..deals.bn.PPP..GDP. -0.1146279517
## Venture.capital.received..value....GDP. -0.1773547591
## Applied.tariff.rate..weighted.avg.... -0.1681175838
## Domestic.industry.diversification 0.0375183793
## Domestic.market.scale..bn.PPP. 0.0002338511
## Knowledge.intensive.employment... 0.0208978195
## Firms.offering.formal.training... 0.0333913532
## GERD.performed.by.business....GDP -0.0003194346
## GERD.financed.by.business... 0.0214639846
## Females.employed.w.advanced.degrees... 0.0269370591
## University.industry.R.D.collaboration. 0.1272895852
## State.of.cluster.development.and.depth. 0.0970218037
## GERD.financed.by.abroad....GDP -0.0735296598
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.1190305553
## Patent.families.bn.PPP..GDP 0.0051799168
## Intellectual.property.payments....total.trade 0.0022194709
## High.tech.imports....total.trade -0.0134430282
## ICT.services.imports....total.trade 0.1288206887
## FDI.net.inflows....GDP 0.1953215231
## Research.talent....in.businesses 0.0523730441
## Patents.by.origin.bn.PPP..GDP 0.0284264777
## PCT.patents.by.origin.bn.PPP..GDP 0.0430987432
## Utility.models.by.origin.bn.PPP..GDP 0.2408430373
## Scientific.and.technical.articles.bn.PPP..GDP 0.0274535740
## Citable.documents.H.index 0.0011022162
## Labor.productivity.growth... 0.1883258548
## New.businesses.th.pop..15.64 -0.0469253966
## Software.spending....GDP 0.0198487394
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0688439153
## High.tech.manufacturing... 0.0032611473
## Intellectual.property.receipts....total.trade 0.0660822348
## Production.and.export.complexity -0.1073592050
## High.tech.exports....total.trade -0.1293725749
## ICT.services.exports....total.trade 0.2468170952
## Intangible.asset.intensity..top.15.... -0.0633295116
## Trademarks.by.origin.bn.PPP..GDP. -0.0559290873
## Global.brand.value..top.5.000....GDP -0.0242525836
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0288007167
## Cultural.and.creative.services.exports....total.trade -0.0917892797
## National.feature.films.mn.pop..15.69 -0.0517343346
## Entertainment.and.media.market.th.pop..15.69 0.0279835227
## Printing.and.other.media....manufacturing -0.0057277836
## Creative.goods.exports....total.trade -0.0973600056
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0315195999
## Country.code.TLDs.th.pop..15.69 -0.0098661793
## GitHub.commits.mn.pop..15.69 0.0213124693
## Mobile.app.creation.bn.PPP..GDP 0.0159852824
## Dim.17
## Political.and.operational.stability 0.0369796876
## Government.effectiveness -0.0028156470
## Regulatory.quality -0.0338601291
## Rule.of.law -0.0008455904
## Cost.of.redudancy.dismissal -0.2476687100
## Policies.for.doing.business -0.1547265122
## Entrepreneurship.policies.and.culture. -0.1541618788
## Expenditure.on.education....GDP 0.0876475175
## Government.funding.pupil..secondary....GDP.cap -0.0028228935
## School.life.expectancy..years 0.0173472760
## PISA.scales.in.reading..maths.and.science -0.0202874935
## Pupil.teacher.ratio..secondary -0.0326256529
## Tertiary.enrolment....gross -0.0274815496
## Graduates.in.science.and.engineering... -0.1611982130
## Tertiary.inbound.mobility... -0.1919279376
## Researchers..FTE.mn.pop. 0.0173951269
## Gross.expenditure.on.R.D....GDP 0.0304116073
## Global.corporate.R.D.investors..top.3..mn.US. 0.0240412677
## QS.university.ranking..top.3 -0.0436841645
## ICT.access 0.0435461877
## ICT.use 0.0580104746
## Government.s.online.service 0.1882208318
## E.participation 0.1662767793
## Electricity.output..GWh.mn.pop. 0.1668078058
## Logistics.performance -0.0439443012
## Gross.capital.formation....GDP 0.1616245063
## GDP.unit.of.energy.use -0.1728420481
## Environmental.performance 0.1050560583
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0440035672
## Finance.for.startups.and.scaleups -0.1256051986
## Domestic.credit.to.private.sector....GDP 0.0130771332
## Loans.from.microfinance.institutions....GDP -0.3373790495
## Market.capitalization....GDP -0.0040932963
## Venture.capital.investors..deals.bn.PPP..GDP 0.0539485512
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0243518836
## Venture.capital.received..value....GDP. 0.0650823462
## Applied.tariff.rate..weighted.avg.... -0.1166238878
## Domestic.industry.diversification 0.0414991602
## Domestic.market.scale..bn.PPP. 0.0140987920
## Knowledge.intensive.employment... 0.0166249842
## Firms.offering.formal.training... -0.0391412714
## GERD.performed.by.business....GDP 0.0388152229
## GERD.financed.by.business... 0.0258170763
## Females.employed.w.advanced.degrees... -0.0156701741
## University.industry.R.D.collaboration. -0.0991052660
## State.of.cluster.development.and.depth. -0.1010284878
## GERD.financed.by.abroad....GDP 0.0384238427
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0673431355
## Patent.families.bn.PPP..GDP 0.0433722975
## Intellectual.property.payments....total.trade 0.0558408497
## High.tech.imports....total.trade 0.2151118112
## ICT.services.imports....total.trade -0.0874067103
## FDI.net.inflows....GDP 0.0316716948
## Research.talent....in.businesses 0.0477275193
## Patents.by.origin.bn.PPP..GDP -0.0235620303
## PCT.patents.by.origin.bn.PPP..GDP 0.0325817433
## Utility.models.by.origin.bn.PPP..GDP -0.1691735624
## Scientific.and.technical.articles.bn.PPP..GDP 0.0722613126
## Citable.documents.H.index -0.0342330435
## Labor.productivity.growth... -0.0883841719
## New.businesses.th.pop..15.64 0.0180863215
## Software.spending....GDP -0.1221630787
## ISO.9001.quality.certificates.bn.PPP..GDP -0.0064784127
## High.tech.manufacturing... -0.0237535724
## Intellectual.property.receipts....total.trade 0.0971007377
## Production.and.export.complexity -0.0799650162
## High.tech.exports....total.trade 0.0685152231
## ICT.services.exports....total.trade -0.2484745262
## Intangible.asset.intensity..top.15.... 0.0059794387
## Trademarks.by.origin.bn.PPP..GDP. 0.0146662035
## Global.brand.value..top.5.000....GDP -0.0272166442
## Industrial.designs.by.origin.bn.PPP..GDP. -0.1294943129
## Cultural.and.creative.services.exports....total.trade 0.1572397228
## National.feature.films.mn.pop..15.69 -0.0326178437
## Entertainment.and.media.market.th.pop..15.69 -0.1208342913
## Printing.and.other.media....manufacturing 0.2703893848
## Creative.goods.exports....total.trade 0.0972026211
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.0373711933
## Country.code.TLDs.th.pop..15.69 0.0215666478
## GitHub.commits.mn.pop..15.69 0.0177426601
## Mobile.app.creation.bn.PPP..GDP -0.1674968612
## Dim.18
## Political.and.operational.stability -0.0025519965
## Government.effectiveness 0.0015228796
## Regulatory.quality -0.0229845610
## Rule.of.law -0.0005634993
## Cost.of.redudancy.dismissal -0.0029587264
## Policies.for.doing.business 0.0890022009
## Entrepreneurship.policies.and.culture. 0.0413386194
## Expenditure.on.education....GDP -0.0628465044
## Government.funding.pupil..secondary....GDP.cap 0.0755786746
## School.life.expectancy..years -0.0175125028
## PISA.scales.in.reading..maths.and.science 0.0533574056
## Pupil.teacher.ratio..secondary -0.0319553246
## Tertiary.enrolment....gross -0.0630879505
## Graduates.in.science.and.engineering... 0.1064931837
## Tertiary.inbound.mobility... 0.1704657200
## Researchers..FTE.mn.pop. 0.0455280817
## Gross.expenditure.on.R.D....GDP -0.0511029059
## Global.corporate.R.D.investors..top.3..mn.US. -0.0594588942
## QS.university.ranking..top.3 -0.0045231973
## ICT.access -0.0431673822
## ICT.use -0.0526113208
## Government.s.online.service -0.0018540186
## E.participation -0.0371564707
## Electricity.output..GWh.mn.pop. -0.1544333282
## Logistics.performance -0.0266988606
## Gross.capital.formation....GDP -0.3697297126
## GDP.unit.of.energy.use -0.1696640256
## Environmental.performance 0.0263783092
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.1138327727
## Finance.for.startups.and.scaleups 0.0175433003
## Domestic.credit.to.private.sector....GDP -0.1552749811
## Loans.from.microfinance.institutions....GDP -0.2021553358
## Market.capitalization....GDP -0.0824420167
## Venture.capital.investors..deals.bn.PPP..GDP 0.0487615135
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0942747899
## Venture.capital.received..value....GDP. 0.0507227156
## Applied.tariff.rate..weighted.avg.... -0.1237700559
## Domestic.industry.diversification 0.0456365805
## Domestic.market.scale..bn.PPP. 0.0381983604
## Knowledge.intensive.employment... 0.0520563196
## Firms.offering.formal.training... -0.1148871532
## GERD.performed.by.business....GDP -0.0897176605
## GERD.financed.by.business... -0.0263370257
## Females.employed.w.advanced.degrees... 0.0797927231
## University.industry.R.D.collaboration. 0.0615941945
## State.of.cluster.development.and.depth. 0.0609939964
## GERD.financed.by.abroad....GDP 0.0867157271
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.0490617862
## Patent.families.bn.PPP..GDP -0.0236776911
## Intellectual.property.payments....total.trade -0.0089449457
## High.tech.imports....total.trade -0.0020554498
## ICT.services.imports....total.trade -0.0073071033
## FDI.net.inflows....GDP -0.2090879398
## Research.talent....in.businesses 0.0237424218
## Patents.by.origin.bn.PPP..GDP 0.0513946245
## PCT.patents.by.origin.bn.PPP..GDP -0.0469888027
## Utility.models.by.origin.bn.PPP..GDP 0.1751160612
## Scientific.and.technical.articles.bn.PPP..GDP 0.0517301616
## Citable.documents.H.index 0.0005611168
## Labor.productivity.growth... 0.3091650752
## New.businesses.th.pop..15.64 0.0971246611
## Software.spending....GDP -0.1347662206
## ISO.9001.quality.certificates.bn.PPP..GDP -0.1459089395
## High.tech.manufacturing... -0.0537677535
## Intellectual.property.receipts....total.trade -0.0376881197
## Production.and.export.complexity -0.0573440304
## High.tech.exports....total.trade 0.0232217715
## ICT.services.exports....total.trade -0.3028070895
## Intangible.asset.intensity..top.15.... -0.0045940012
## Trademarks.by.origin.bn.PPP..GDP. 0.1395208702
## Global.brand.value..top.5.000....GDP -0.0573306464
## Industrial.designs.by.origin.bn.PPP..GDP. 0.1083275190
## Cultural.and.creative.services.exports....total.trade 0.1174352547
## National.feature.films.mn.pop..15.69 0.1156462805
## Entertainment.and.media.market.th.pop..15.69 -0.0997831380
## Printing.and.other.media....manufacturing 0.0126530607
## Creative.goods.exports....total.trade 0.0272659069
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0161771237
## Country.code.TLDs.th.pop..15.69 0.0994665337
## GitHub.commits.mn.pop..15.69 -0.0105450360
## Mobile.app.creation.bn.PPP..GDP 0.0155658681
## Dim.19 Dim.20
## Political.and.operational.stability 0.005615744 -0.150814487
## Government.effectiveness -0.037960574 -0.093582053
## Regulatory.quality -0.033604415 -0.035136537
## Rule.of.law -0.011863283 -0.056110727
## Cost.of.redudancy.dismissal -0.072203834 -0.294206498
## Policies.for.doing.business -0.055864295 -0.128539711
## Entrepreneurship.policies.and.culture. 0.065831518 0.027580154
## Expenditure.on.education....GDP -0.330455472 -0.110173412
## Government.funding.pupil..secondary....GDP.cap -0.050006026 -0.028279851
## School.life.expectancy..years -0.052434299 0.063599051
## PISA.scales.in.reading..maths.and.science 0.025568625 -0.048069764
## Pupil.teacher.ratio..secondary 0.127184151 0.260998869
## Tertiary.enrolment....gross 0.035433008 -0.041138494
## Graduates.in.science.and.engineering... -0.135287240 -0.109754875
## Tertiary.inbound.mobility... 0.046488039 0.112580273
## Researchers..FTE.mn.pop. 0.054381471 0.051668442
## Gross.expenditure.on.R.D....GDP 0.098757788 -0.021067931
## Global.corporate.R.D.investors..top.3..mn.US. -0.036018040 -0.013957841
## QS.university.ranking..top.3 -0.032042317 -0.057550541
## ICT.access 0.097579523 0.041813202
## ICT.use 0.066351531 -0.030822323
## Government.s.online.service 0.109534340 -0.009595440
## E.participation 0.102005309 -0.004759764
## Electricity.output..GWh.mn.pop. 0.019209105 0.198259615
## Logistics.performance 0.044264186 0.072298922
## Gross.capital.formation....GDP 0.114604133 -0.169649681
## GDP.unit.of.energy.use 0.124486151 -0.072006331
## Environmental.performance -0.035054338 -0.021094559
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.079595513 0.016478427
## Finance.for.startups.and.scaleups 0.115020310 -0.019357195
## Domestic.credit.to.private.sector....GDP 0.148137075 0.005053734
## Loans.from.microfinance.institutions....GDP 0.067788511 0.306992212
## Market.capitalization....GDP 0.017948175 -0.043629085
## Venture.capital.investors..deals.bn.PPP..GDP -0.024864602 0.048896900
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.048014643 -0.066611948
## Venture.capital.received..value....GDP. -0.160678028 -0.011479726
## Applied.tariff.rate..weighted.avg.... -0.089084134 -0.001499246
## Domestic.industry.diversification -0.101708361 0.108088720
## Domestic.market.scale..bn.PPP. -0.100795087 -0.013572775
## Knowledge.intensive.employment... 0.095438354 0.063969273
## Firms.offering.formal.training... -0.194632806 0.019247166
## GERD.performed.by.business....GDP 0.122304451 0.001093613
## GERD.financed.by.business... 0.078287615 0.055973288
## Females.employed.w.advanced.degrees... 0.070758702 -0.094792425
## University.industry.R.D.collaboration. -0.170277787 -0.097410369
## State.of.cluster.development.and.depth. -0.097416107 -0.051228813
## GERD.financed.by.abroad....GDP 0.019650504 -0.050730776
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.012577212 0.177323048
## Patent.families.bn.PPP..GDP 0.042746542 -0.005652341
## Intellectual.property.payments....total.trade -0.034202256 -0.167580047
## High.tech.imports....total.trade -0.054351047 -0.011596351
## ICT.services.imports....total.trade -0.124780263 0.072141717
## FDI.net.inflows....GDP -0.166219387 0.002125671
## Research.talent....in.businesses -0.028248309 0.100840238
## Patents.by.origin.bn.PPP..GDP 0.137504572 0.037684739
## PCT.patents.by.origin.bn.PPP..GDP 0.044451531 -0.002885333
## Utility.models.by.origin.bn.PPP..GDP -0.190739618 0.158082205
## Scientific.and.technical.articles.bn.PPP..GDP -0.020503934 -0.013858550
## Citable.documents.H.index -0.052514612 -0.047662307
## Labor.productivity.growth... 0.170872855 -0.025239717
## New.businesses.th.pop..15.64 -0.054438126 0.076508969
## Software.spending....GDP -0.135446746 0.111982426
## ISO.9001.quality.certificates.bn.PPP..GDP -0.009534238 -0.048621933
## High.tech.manufacturing... -0.114138132 0.007849329
## Intellectual.property.receipts....total.trade -0.011262533 0.042838530
## Production.and.export.complexity 0.031085539 -0.117538723
## High.tech.exports....total.trade -0.048610317 -0.038193425
## ICT.services.exports....total.trade -0.041084883 -0.026914303
## Intangible.asset.intensity..top.15.... -0.082414992 0.072641594
## Trademarks.by.origin.bn.PPP..GDP. 0.174989600 -0.131944625
## Global.brand.value..top.5.000....GDP -0.051993063 0.093252126
## Industrial.designs.by.origin.bn.PPP..GDP. -0.032258767 0.065441014
## Cultural.and.creative.services.exports....total.trade -0.063474617 0.111858442
## National.feature.films.mn.pop..15.69 0.038281522 -0.015038024
## Entertainment.and.media.market.th.pop..15.69 0.005069506 -0.044153638
## Printing.and.other.media....manufacturing -0.105300029 -0.072558120
## Creative.goods.exports....total.trade -0.102970974 0.131891001
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.029313751 0.044379741
## Country.code.TLDs.th.pop..15.69 -0.064991921 0.150243488
## GitHub.commits.mn.pop..15.69 0.071781622 0.053765019
## Mobile.app.creation.bn.PPP..GDP 0.200749554 -0.100674312
## Dim.21
## Political.and.operational.stability 0.038549366
## Government.effectiveness -0.002349449
## Regulatory.quality -0.029306571
## Rule.of.law -0.024854104
## Cost.of.redudancy.dismissal -0.189237557
## Policies.for.doing.business -0.021837296
## Entrepreneurship.policies.and.culture. -0.105300743
## Expenditure.on.education....GDP 0.072910085
## Government.funding.pupil..secondary....GDP.cap -0.190834014
## School.life.expectancy..years -0.116744684
## PISA.scales.in.reading..maths.and.science 0.063413608
## Pupil.teacher.ratio..secondary -0.055100703
## Tertiary.enrolment....gross -0.059358441
## Graduates.in.science.and.engineering... -0.076189281
## Tertiary.inbound.mobility... -0.239284399
## Researchers..FTE.mn.pop. 0.019374251
## Gross.expenditure.on.R.D....GDP 0.036112885
## Global.corporate.R.D.investors..top.3..mn.US. -0.010648560
## QS.university.ranking..top.3 0.055249091
## ICT.access 0.150534665
## ICT.use 0.071811759
## Government.s.online.service -0.046128619
## E.participation -0.051987241
## Electricity.output..GWh.mn.pop. -0.065919258
## Logistics.performance -0.019073662
## Gross.capital.formation....GDP -0.177969648
## GDP.unit.of.energy.use -0.177707339
## Environmental.performance -0.031225262
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.123227187
## Finance.for.startups.and.scaleups -0.027713512
## Domestic.credit.to.private.sector....GDP 0.054593057
## Loans.from.microfinance.institutions....GDP 0.127120097
## Market.capitalization....GDP 0.102653221
## Venture.capital.investors..deals.bn.PPP..GDP -0.019687714
## Venture.capital.recipients..deals.bn.PPP..GDP. -0.057504374
## Venture.capital.received..value....GDP. -0.127662568
## Applied.tariff.rate..weighted.avg.... 0.007265170
## Domestic.industry.diversification -0.021367119
## Domestic.market.scale..bn.PPP. 0.150942975
## Knowledge.intensive.employment... 0.046456904
## Firms.offering.formal.training... -0.178646107
## GERD.performed.by.business....GDP 0.023928569
## GERD.financed.by.business... 0.013250296
## Females.employed.w.advanced.degrees... 0.122656679
## University.industry.R.D.collaboration. 0.123135409
## State.of.cluster.development.and.depth. 0.093221180
## GERD.financed.by.abroad....GDP -0.002020715
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.074627044
## Patent.families.bn.PPP..GDP -0.004417789
## Intellectual.property.payments....total.trade 0.164684053
## High.tech.imports....total.trade -0.094804831
## ICT.services.imports....total.trade 0.081692080
## FDI.net.inflows....GDP 0.191348188
## Research.talent....in.businesses -0.061508549
## Patents.by.origin.bn.PPP..GDP 0.071723511
## PCT.patents.by.origin.bn.PPP..GDP -0.017942095
## Utility.models.by.origin.bn.PPP..GDP 0.013479988
## Scientific.and.technical.articles.bn.PPP..GDP 0.007248852
## Citable.documents.H.index 0.095452428
## Labor.productivity.growth... -0.029668754
## New.businesses.th.pop..15.64 0.135508142
## Software.spending....GDP -0.029047438
## ISO.9001.quality.certificates.bn.PPP..GDP 0.065676253
## High.tech.manufacturing... 0.002247400
## Intellectual.property.receipts....total.trade -0.071245954
## Production.and.export.complexity 0.067210949
## High.tech.exports....total.trade -0.063333116
## ICT.services.exports....total.trade -0.095829596
## Intangible.asset.intensity..top.15.... 0.009648527
## Trademarks.by.origin.bn.PPP..GDP. -0.081559762
## Global.brand.value..top.5.000....GDP -0.026523984
## Industrial.designs.by.origin.bn.PPP..GDP. -0.097873626
## Cultural.and.creative.services.exports....total.trade 0.158370140
## National.feature.films.mn.pop..15.69 0.069612210
## Entertainment.and.media.market.th.pop..15.69 0.012344901
## Printing.and.other.media....manufacturing -0.141872941
## Creative.goods.exports....total.trade -0.177115037
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.144176816
## Country.code.TLDs.th.pop..15.69 -0.011324375
## GitHub.commits.mn.pop..15.69 0.077475794
## Mobile.app.creation.bn.PPP..GDP 0.103202549
## Dim.22
## Political.and.operational.stability 0.0723413324
## Government.effectiveness 0.0432822416
## Regulatory.quality 0.0877056947
## Rule.of.law 0.0496519838
## Cost.of.redudancy.dismissal 0.0758526069
## Policies.for.doing.business 0.0325148064
## Entrepreneurship.policies.and.culture. -0.0342437119
## Expenditure.on.education....GDP -0.0424228618
## Government.funding.pupil..secondary....GDP.cap 0.2546009786
## School.life.expectancy..years 0.1381433565
## PISA.scales.in.reading..maths.and.science 0.0436149494
## Pupil.teacher.ratio..secondary 0.0372378767
## Tertiary.enrolment....gross 0.1055123584
## Graduates.in.science.and.engineering... -0.2648596194
## Tertiary.inbound.mobility... -0.1154587387
## Researchers..FTE.mn.pop. 0.0327143944
## Gross.expenditure.on.R.D....GDP -0.0766600583
## Global.corporate.R.D.investors..top.3..mn.US. 0.0745877409
## QS.university.ranking..top.3 0.0445865032
## ICT.access -0.0365072507
## ICT.use -0.0130810525
## Government.s.online.service 0.0809186856
## E.participation 0.0660423649
## Electricity.output..GWh.mn.pop. -0.0116642115
## Logistics.performance 0.0384345125
## Gross.capital.formation....GDP 0.0471547537
## GDP.unit.of.energy.use 0.0450754127
## Environmental.performance 0.0215881423
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0213199079
## Finance.for.startups.and.scaleups -0.0490479808
## Domestic.credit.to.private.sector....GDP -0.2060691791
## Loans.from.microfinance.institutions....GDP 0.0996909621
## Market.capitalization....GDP -0.1747277959
## Venture.capital.investors..deals.bn.PPP..GDP -0.0204192725
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0002226225
## Venture.capital.received..value....GDP. 0.0120448081
## Applied.tariff.rate..weighted.avg.... -0.0790238727
## Domestic.industry.diversification -0.1493964137
## Domestic.market.scale..bn.PPP. 0.1966268886
## Knowledge.intensive.employment... 0.0530189452
## Firms.offering.formal.training... -0.0603003963
## GERD.performed.by.business....GDP -0.1184194232
## GERD.financed.by.business... -0.0069588702
## Females.employed.w.advanced.degrees... -0.0034526673
## University.industry.R.D.collaboration. -0.0173736671
## State.of.cluster.development.and.depth. 0.0523046021
## GERD.financed.by.abroad....GDP -0.0021602902
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.0130309280
## Patent.families.bn.PPP..GDP 0.0232693397
## Intellectual.property.payments....total.trade -0.0612941636
## High.tech.imports....total.trade -0.0361458517
## ICT.services.imports....total.trade -0.1513049585
## FDI.net.inflows....GDP 0.1386019912
## Research.talent....in.businesses 0.0522965758
## Patents.by.origin.bn.PPP..GDP -0.1471773602
## PCT.patents.by.origin.bn.PPP..GDP -0.0095077275
## Utility.models.by.origin.bn.PPP..GDP -0.0396632186
## Scientific.and.technical.articles.bn.PPP..GDP -0.1123369720
## Citable.documents.H.index 0.1332977223
## Labor.productivity.growth... 0.1514225246
## New.businesses.th.pop..15.64 -0.0772647828
## Software.spending....GDP 0.0430693781
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0588599091
## High.tech.manufacturing... -0.0920991479
## Intellectual.property.receipts....total.trade 0.0387358609
## Production.and.export.complexity -0.0334880871
## High.tech.exports....total.trade -0.0277178384
## ICT.services.exports....total.trade -0.1327402976
## Intangible.asset.intensity..top.15.... 0.0402700713
## Trademarks.by.origin.bn.PPP..GDP. -0.1642028162
## Global.brand.value..top.5.000....GDP -0.0288712086
## Industrial.designs.by.origin.bn.PPP..GDP. 0.0233752441
## Cultural.and.creative.services.exports....total.trade 0.0279042855
## National.feature.films.mn.pop..15.69 0.1228292717
## Entertainment.and.media.market.th.pop..15.69 0.1085230641
## Printing.and.other.media....manufacturing -0.1632576572
## Creative.goods.exports....total.trade 0.0209606723
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0387314398
## Country.code.TLDs.th.pop..15.69 -0.0762735559
## GitHub.commits.mn.pop..15.69 -0.0187486940
## Mobile.app.creation.bn.PPP..GDP -0.0475536569
## Dim.23
## Political.and.operational.stability -0.0256706127
## Government.effectiveness 0.0160205728
## Regulatory.quality -0.0360637506
## Rule.of.law 0.0122489876
## Cost.of.redudancy.dismissal 0.2818035773
## Policies.for.doing.business 0.0001389883
## Entrepreneurship.policies.and.culture. -0.0032453534
## Expenditure.on.education....GDP -0.0006381310
## Government.funding.pupil..secondary....GDP.cap -0.0152459291
## School.life.expectancy..years 0.0545811877
## PISA.scales.in.reading..maths.and.science -0.0346507660
## Pupil.teacher.ratio..secondary 0.0887909770
## Tertiary.enrolment....gross 0.0138916950
## Graduates.in.science.and.engineering... -0.0243442149
## Tertiary.inbound.mobility... -0.1938566889
## Researchers..FTE.mn.pop. 0.1046708673
## Gross.expenditure.on.R.D....GDP -0.0364464915
## Global.corporate.R.D.investors..top.3..mn.US. -0.0700743574
## QS.university.ranking..top.3 -0.0843927779
## ICT.access 0.1224298502
## ICT.use 0.1058465355
## Government.s.online.service -0.0647853634
## E.participation -0.0927827786
## Electricity.output..GWh.mn.pop. 0.0297962766
## Logistics.performance -0.0112397866
## Gross.capital.formation....GDP 0.0641425362
## GDP.unit.of.energy.use 0.0176445684
## Environmental.performance -0.0187940099
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0243856089
## Finance.for.startups.and.scaleups 0.0245391629
## Domestic.credit.to.private.sector....GDP -0.0047388768
## Loans.from.microfinance.institutions....GDP 0.0066484408
## Market.capitalization....GDP 0.2064865006
## Venture.capital.investors..deals.bn.PPP..GDP 0.0496159908
## Venture.capital.recipients..deals.bn.PPP..GDP. -0.1005245058
## Venture.capital.received..value....GDP. 0.0643288618
## Applied.tariff.rate..weighted.avg.... -0.2555317228
## Domestic.industry.diversification -0.0453078591
## Domestic.market.scale..bn.PPP. -0.1073253771
## Knowledge.intensive.employment... 0.1044943571
## Firms.offering.formal.training... 0.1183427220
## GERD.performed.by.business....GDP -0.0488882597
## GERD.financed.by.business... 0.0810216616
## Females.employed.w.advanced.degrees... -0.0278653387
## University.industry.R.D.collaboration. 0.0007740970
## State.of.cluster.development.and.depth. 0.0319941583
## GERD.financed.by.abroad....GDP 0.0451785633
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.0689588668
## Patent.families.bn.PPP..GDP -0.0414417628
## Intellectual.property.payments....total.trade 0.1709302240
## High.tech.imports....total.trade 0.0035742295
## ICT.services.imports....total.trade 0.0572468634
## FDI.net.inflows....GDP -0.1262680629
## Research.talent....in.businesses 0.1318630268
## Patents.by.origin.bn.PPP..GDP 0.0803052011
## PCT.patents.by.origin.bn.PPP..GDP -0.0819541683
## Utility.models.by.origin.bn.PPP..GDP -0.0751077844
## Scientific.and.technical.articles.bn.PPP..GDP -0.0571869439
## Citable.documents.H.index -0.1250167785
## Labor.productivity.growth... 0.1314686206
## New.businesses.th.pop..15.64 -0.0110692689
## Software.spending....GDP 0.1770160054
## ISO.9001.quality.certificates.bn.PPP..GDP -0.0665091589
## High.tech.manufacturing... 0.0757144865
## Intellectual.property.receipts....total.trade -0.0750766647
## Production.and.export.complexity -0.0765634052
## High.tech.exports....total.trade -0.0232291034
## ICT.services.exports....total.trade 0.0141018294
## Intangible.asset.intensity..top.15.... 0.0603971745
## Trademarks.by.origin.bn.PPP..GDP. -0.0309515298
## Global.brand.value..top.5.000....GDP 0.0132083404
## Industrial.designs.by.origin.bn.PPP..GDP. 0.0320573982
## Cultural.and.creative.services.exports....total.trade 0.1163549151
## National.feature.films.mn.pop..15.69 0.0567358648
## Entertainment.and.media.market.th.pop..15.69 -0.1501434079
## Printing.and.other.media....manufacturing -0.0754455037
## Creative.goods.exports....total.trade 0.0329709540
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.0890873402
## Country.code.TLDs.th.pop..15.69 -0.0427460392
## GitHub.commits.mn.pop..15.69 0.1046357251
## Mobile.app.creation.bn.PPP..GDP -0.1619501464
## Dim.24 Dim.25
## Political.and.operational.stability -0.017626152 0.098461942
## Government.effectiveness 0.021465091 0.042966167
## Regulatory.quality 0.043760475 0.029552823
## Rule.of.law 0.016739512 0.036821797
## Cost.of.redudancy.dismissal -0.020782531 0.037927316
## Policies.for.doing.business 0.066146579 -0.037678982
## Entrepreneurship.policies.and.culture. -0.018298348 -0.070580177
## Expenditure.on.education....GDP -0.036706544 -0.109510124
## Government.funding.pupil..secondary....GDP.cap 0.109079744 0.106120187
## School.life.expectancy..years 0.011477867 0.038010225
## PISA.scales.in.reading..maths.and.science -0.015983105 0.055331694
## Pupil.teacher.ratio..secondary 0.031252644 0.051528757
## Tertiary.enrolment....gross 0.055946117 -0.001110178
## Graduates.in.science.and.engineering... -0.078284604 0.106364197
## Tertiary.inbound.mobility... 0.099875342 -0.216408709
## Researchers..FTE.mn.pop. -0.041604757 0.125971497
## Gross.expenditure.on.R.D....GDP 0.012252190 0.066347882
## Global.corporate.R.D.investors..top.3..mn.US. -0.055327676 -0.031845878
## QS.university.ranking..top.3 0.116963961 0.041983944
## ICT.access 0.025136506 -0.066826680
## ICT.use 0.021835917 -0.045936728
## Government.s.online.service 0.082367273 0.076127467
## E.participation 0.076232877 0.053209550
## Electricity.output..GWh.mn.pop. -0.039769367 -0.023312621
## Logistics.performance 0.053954682 0.028536385
## Gross.capital.formation....GDP -0.110262601 -0.191797942
## GDP.unit.of.energy.use -0.149133549 0.022010046
## Environmental.performance -0.022743806 -0.144804821
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.024356710 -0.050853129
## Finance.for.startups.and.scaleups -0.014041000 -0.086102720
## Domestic.credit.to.private.sector....GDP 0.071327362 0.170116477
## Loans.from.microfinance.institutions....GDP 0.040077107 0.003368200
## Market.capitalization....GDP 0.213453319 -0.095135804
## Venture.capital.investors..deals.bn.PPP..GDP 0.049043843 -0.005076200
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.000799835 0.022526120
## Venture.capital.received..value....GDP. -0.023664645 0.079046311
## Applied.tariff.rate..weighted.avg.... 0.003627340 -0.039370694
## Domestic.industry.diversification 0.007690084 0.135377277
## Domestic.market.scale..bn.PPP. -0.129427465 0.050516871
## Knowledge.intensive.employment... -0.028760825 -0.077119689
## Firms.offering.formal.training... 0.431118669 0.114477060
## GERD.performed.by.business....GDP 0.022408256 0.042070654
## GERD.financed.by.business... -0.157341796 0.051344507
## Females.employed.w.advanced.degrees... -0.034331574 -0.004410496
## University.industry.R.D.collaboration. -0.005932968 -0.041530218
## State.of.cluster.development.and.depth. 0.005521115 -0.086888965
## GERD.financed.by.abroad....GDP 0.008736808 -0.131091305
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.037899616 -0.051304048
## Patent.families.bn.PPP..GDP -0.022747804 0.006154143
## Intellectual.property.payments....total.trade -0.064640509 -0.132773290
## High.tech.imports....total.trade 0.096388918 0.073184410
## ICT.services.imports....total.trade -0.155066260 0.312436907
## FDI.net.inflows....GDP -0.016264727 0.074591657
## Research.talent....in.businesses -0.195885246 0.024419519
## Patents.by.origin.bn.PPP..GDP 0.058922831 -0.006137749
## PCT.patents.by.origin.bn.PPP..GDP -0.043027259 -0.014099522
## Utility.models.by.origin.bn.PPP..GDP -0.071470962 -0.095312089
## Scientific.and.technical.articles.bn.PPP..GDP 0.084011645 -0.004468309
## Citable.documents.H.index 0.114225341 -0.019464532
## Labor.productivity.growth... 0.017743842 0.018777239
## New.businesses.th.pop..15.64 -0.098608442 -0.085389984
## Software.spending....GDP 0.011688522 0.028548838
## ISO.9001.quality.certificates.bn.PPP..GDP 0.083683982 -0.130229949
## High.tech.manufacturing... 0.015617179 -0.044432471
## Intellectual.property.receipts....total.trade -0.104394433 -0.078295153
## Production.and.export.complexity 0.053619835 -0.081481049
## High.tech.exports....total.trade -0.069973719 -0.070428134
## ICT.services.exports....total.trade -0.150231915 -0.047265330
## Intangible.asset.intensity..top.15.... -0.140382480 0.028459806
## Trademarks.by.origin.bn.PPP..GDP. -0.028855412 0.010638751
## Global.brand.value..top.5.000....GDP 0.038013983 0.066881022
## Industrial.designs.by.origin.bn.PPP..GDP. 0.002217027 -0.062193175
## Cultural.and.creative.services.exports....total.trade 0.149144341 -0.141966001
## National.feature.films.mn.pop..15.69 -0.099354931 0.133234898
## Entertainment.and.media.market.th.pop..15.69 0.115590526 0.059046576
## Printing.and.other.media....manufacturing -0.064321007 0.098382392
## Creative.goods.exports....total.trade -0.076949276 -0.118459648
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.018795352 -0.060141298
## Country.code.TLDs.th.pop..15.69 0.003948016 -0.049835959
## GitHub.commits.mn.pop..15.69 0.042948075 -0.030168059
## Mobile.app.creation.bn.PPP..GDP -0.009041990 0.055289668
## Dim.26 Dim.27
## Political.and.operational.stability -0.101750067 0.126108695
## Government.effectiveness -0.089923761 0.052547338
## Regulatory.quality -0.085138783 0.087460315
## Rule.of.law -0.099488490 0.087640087
## Cost.of.redudancy.dismissal 0.020053923 -0.087774389
## Policies.for.doing.business -0.024267001 -0.035156163
## Entrepreneurship.policies.and.culture. -0.118331443 -0.131636564
## Expenditure.on.education....GDP -0.084339610 -0.180131961
## Government.funding.pupil..secondary....GDP.cap -0.137477962 -0.091411316
## School.life.expectancy..years 0.031886756 0.088822295
## PISA.scales.in.reading..maths.and.science -0.007951921 -0.061329500
## Pupil.teacher.ratio..secondary 0.055277139 0.078253807
## Tertiary.enrolment....gross 0.035179735 -0.026177937
## Graduates.in.science.and.engineering... 0.154751248 0.018408984
## Tertiary.inbound.mobility... 0.001047476 0.037515390
## Researchers..FTE.mn.pop. 0.013240852 -0.017724779
## Gross.expenditure.on.R.D....GDP -0.093861484 -0.044178353
## Global.corporate.R.D.investors..top.3..mn.US. 0.035967377 -0.039679139
## QS.university.ranking..top.3 -0.023132385 0.050081142
## ICT.access 0.006404393 -0.077786639
## ICT.use -0.014027693 -0.058776948
## Government.s.online.service 0.016855021 0.049516385
## E.participation 0.034467090 0.044824924
## Electricity.output..GWh.mn.pop. 0.044553478 0.020153898
## Logistics.performance 0.021227872 0.060264086
## Gross.capital.formation....GDP -0.008708477 0.057585864
## GDP.unit.of.energy.use -0.061116192 0.038127443
## Environmental.performance -0.057367248 -0.036124652
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.067687665 0.087432689
## Finance.for.startups.and.scaleups -0.100984282 -0.083113983
## Domestic.credit.to.private.sector....GDP -0.017213604 -0.090779858
## Loans.from.microfinance.institutions....GDP -0.041077858 -0.019835078
## Market.capitalization....GDP -0.035580162 0.101791406
## Venture.capital.investors..deals.bn.PPP..GDP -0.012119683 0.061866927
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.091741265 0.143580032
## Venture.capital.received..value....GDP. 0.118992918 0.085070102
## Applied.tariff.rate..weighted.avg.... 0.208452390 0.021766891
## Domestic.industry.diversification 0.008930721 -0.099669491
## Domestic.market.scale..bn.PPP. 0.054666965 0.092810658
## Knowledge.intensive.employment... -0.097521023 -0.043781064
## Firms.offering.formal.training... 0.177195676 -0.142020935
## GERD.performed.by.business....GDP -0.063581448 -0.051000447
## GERD.financed.by.business... 0.116068920 -0.155142686
## Females.employed.w.advanced.degrees... -0.002573200 -0.105761518
## University.industry.R.D.collaboration. 0.027951401 -0.061769534
## State.of.cluster.development.and.depth. 0.109161097 -0.068362601
## GERD.financed.by.abroad....GDP 0.078167268 0.053538899
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.036723415 -0.070924892
## Patent.families.bn.PPP..GDP 0.064339969 -0.005165690
## Intellectual.property.payments....total.trade 0.026708461 0.050993105
## High.tech.imports....total.trade -0.005532023 0.102428774
## ICT.services.imports....total.trade -0.128770624 0.159534387
## FDI.net.inflows....GDP -0.029711180 -0.108155172
## Research.talent....in.businesses 0.068480843 -0.048161553
## Patents.by.origin.bn.PPP..GDP -0.032279502 -0.050825584
## PCT.patents.by.origin.bn.PPP..GDP 0.076510672 -0.029345960
## Utility.models.by.origin.bn.PPP..GDP -0.237208078 0.065366408
## Scientific.and.technical.articles.bn.PPP..GDP 0.072590152 0.006984793
## Citable.documents.H.index -0.010838640 0.032056913
## Labor.productivity.growth... 0.027425445 -0.065908698
## New.businesses.th.pop..15.64 0.155707636 0.000404245
## Software.spending....GDP 0.041539834 0.030293986
## ISO.9001.quality.certificates.bn.PPP..GDP 0.029437854 0.029217339
## High.tech.manufacturing... -0.017182572 0.087823242
## Intellectual.property.receipts....total.trade 0.031275056 -0.076146893
## Production.and.export.complexity -0.044778922 0.071750933
## High.tech.exports....total.trade 0.016499737 0.039197252
## ICT.services.exports....total.trade -0.084626413 0.139669062
## Intangible.asset.intensity..top.15.... 0.146230696 -0.077754244
## Trademarks.by.origin.bn.PPP..GDP. 0.083034088 0.143137387
## Global.brand.value..top.5.000....GDP -0.119757527 -0.037782255
## Industrial.designs.by.origin.bn.PPP..GDP. -0.068088504 0.061774003
## Cultural.and.creative.services.exports....total.trade -0.141369949 0.090779597
## National.feature.films.mn.pop..15.69 0.049069212 0.064379835
## Entertainment.and.media.market.th.pop..15.69 -0.045293037 0.007021297
## Printing.and.other.media....manufacturing -0.268492229 -0.135447750
## Creative.goods.exports....total.trade -0.057190268 -0.067725798
## Generic.top.level.domains..TLDs..th.pop..15.69 0.049870936 -0.083402767
## Country.code.TLDs.th.pop..15.69 -0.003114211 0.051273839
## GitHub.commits.mn.pop..15.69 -0.025535007 -0.014649858
## Mobile.app.creation.bn.PPP..GDP -0.011248971 -0.157903166
## Dim.28
## Political.and.operational.stability -0.0841163010
## Government.effectiveness -0.0608323920
## Regulatory.quality 0.0012365918
## Rule.of.law -0.0556471619
## Cost.of.redudancy.dismissal 0.0098282227
## Policies.for.doing.business -0.0262682537
## Entrepreneurship.policies.and.culture. 0.1303066945
## Expenditure.on.education....GDP -0.0167507300
## Government.funding.pupil..secondary....GDP.cap 0.1279789446
## School.life.expectancy..years -0.0158105192
## PISA.scales.in.reading..maths.and.science 0.0173789812
## Pupil.teacher.ratio..secondary 0.1306355498
## Tertiary.enrolment....gross 0.0175008699
## Graduates.in.science.and.engineering... 0.0112968487
## Tertiary.inbound.mobility... -0.1263846810
## Researchers..FTE.mn.pop. -0.0225586484
## Gross.expenditure.on.R.D....GDP -0.0011736214
## Global.corporate.R.D.investors..top.3..mn.US. -0.0079147503
## QS.university.ranking..top.3 0.0368178590
## ICT.access -0.1927033020
## ICT.use -0.1332811503
## Government.s.online.service -0.0757499441
## E.participation -0.0428390912
## Electricity.output..GWh.mn.pop. 0.0486965710
## Logistics.performance -0.0185140984
## Gross.capital.formation....GDP 0.0927382820
## GDP.unit.of.energy.use -0.0247830027
## Environmental.performance -0.0286830253
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0200321373
## Finance.for.startups.and.scaleups 0.1402638675
## Domestic.credit.to.private.sector....GDP -0.0277614724
## Loans.from.microfinance.institutions....GDP -0.0553743283
## Market.capitalization....GDP 0.0517782135
## Venture.capital.investors..deals.bn.PPP..GDP 0.0252941556
## Venture.capital.recipients..deals.bn.PPP..GDP. -0.0549889615
## Venture.capital.received..value....GDP. -0.0821165957
## Applied.tariff.rate..weighted.avg.... 0.2785917847
## Domestic.industry.diversification -0.0217718700
## Domestic.market.scale..bn.PPP. -0.0151712963
## Knowledge.intensive.employment... 0.0075592813
## Firms.offering.formal.training... -0.0521680745
## GERD.performed.by.business....GDP 0.0065660139
## GERD.financed.by.business... -0.0133187927
## Females.employed.w.advanced.degrees... 0.0251972672
## University.industry.R.D.collaboration. -0.0068228183
## State.of.cluster.development.and.depth. -0.0006425572
## GERD.financed.by.abroad....GDP 0.0045469597
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0175143355
## Patent.families.bn.PPP..GDP 0.0246215438
## Intellectual.property.payments....total.trade 0.1399826278
## High.tech.imports....total.trade 0.0785054175
## ICT.services.imports....total.trade 0.0915696289
## FDI.net.inflows....GDP 0.0538987915
## Research.talent....in.businesses -0.0124086388
## Patents.by.origin.bn.PPP..GDP 0.0260570569
## PCT.patents.by.origin.bn.PPP..GDP 0.0010709062
## Utility.models.by.origin.bn.PPP..GDP 0.0439303650
## Scientific.and.technical.articles.bn.PPP..GDP -0.0630954937
## Citable.documents.H.index 0.0592083871
## Labor.productivity.growth... 0.1679306102
## New.businesses.th.pop..15.64 -0.0208516211
## Software.spending....GDP 0.0584526525
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0388396795
## High.tech.manufacturing... -0.0616066247
## Intellectual.property.receipts....total.trade -0.0646644477
## Production.and.export.complexity -0.0390008950
## High.tech.exports....total.trade -0.0548000916
## ICT.services.exports....total.trade -0.0785535394
## Intangible.asset.intensity..top.15.... -0.0517625402
## Trademarks.by.origin.bn.PPP..GDP. 0.0852183150
## Global.brand.value..top.5.000....GDP -0.0351604083
## Industrial.designs.by.origin.bn.PPP..GDP. -0.1637311016
## Cultural.and.creative.services.exports....total.trade 0.0045332043
## National.feature.films.mn.pop..15.69 -0.0419175150
## Entertainment.and.media.market.th.pop..15.69 0.0041174624
## Printing.and.other.media....manufacturing 0.0754876731
## Creative.goods.exports....total.trade -0.0785459755
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0905200830
## Country.code.TLDs.th.pop..15.69 0.1103889616
## GitHub.commits.mn.pop..15.69 0.1735441806
## Mobile.app.creation.bn.PPP..GDP -0.1251043653
## Dim.29 Dim.30
## Political.and.operational.stability 0.088412627 0.062003516
## Government.effectiveness 0.106672669 0.042319804
## Regulatory.quality 0.103934122 0.062599789
## Rule.of.law 0.105318687 0.061797928
## Cost.of.redudancy.dismissal 0.028927552 0.090010067
## Policies.for.doing.business 0.067327362 0.044881907
## Entrepreneurship.policies.and.culture. 0.068913331 -0.085826740
## Expenditure.on.education....GDP 0.038214241 0.056295048
## Government.funding.pupil..secondary....GDP.cap 0.048140615 0.028075181
## School.life.expectancy..years 0.080546766 0.023422111
## PISA.scales.in.reading..maths.and.science 0.104329573 -0.021185061
## Pupil.teacher.ratio..secondary 0.050038226 0.002162493
## Tertiary.enrolment....gross 0.083998102 -0.020322686
## Graduates.in.science.and.engineering... 0.042329001 -0.058003432
## Tertiary.inbound.mobility... 0.067199166 0.093553531
## Researchers..FTE.mn.pop. 0.102563180 0.026129800
## Gross.expenditure.on.R.D....GDP 0.099728782 -0.010630848
## Global.corporate.R.D.investors..top.3..mn.US. 0.096160288 -0.043370040
## QS.university.ranking..top.3 0.093830436 -0.098425270
## ICT.access 0.085054216 -0.025652276
## ICT.use 0.098939838 -0.014521312
## Government.s.online.service 0.086773035 -0.055341604
## E.participation 0.084110123 -0.061535844
## Electricity.output..GWh.mn.pop. 0.074117022 0.014303076
## Logistics.performance 0.106392425 -0.041276948
## Gross.capital.formation....GDP -0.003389409 -0.037816306
## GDP.unit.of.energy.use 0.034370812 0.036325438
## Environmental.performance 0.086115706 0.086258581
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.045840415 -0.016824223
## Finance.for.startups.and.scaleups 0.072395772 -0.108272559
## Domestic.credit.to.private.sector....GDP 0.081954741 -0.042231092
## Loans.from.microfinance.institutions....GDP -0.037975359 0.038904703
## Market.capitalization....GDP 0.056524204 -0.066133700
## Venture.capital.investors..deals.bn.PPP..GDP 0.078522741 0.131196166
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.078456957 0.081412854
## Venture.capital.received..value....GDP. 0.066597101 0.038634771
## Applied.tariff.rate..weighted.avg.... 0.070596016 -0.006930945
## Domestic.industry.diversification 0.066603559 -0.111766340
## Domestic.market.scale..bn.PPP. 0.050302447 -0.184972940
## Knowledge.intensive.employment... 0.095189528 0.060525079
## Firms.offering.formal.training... 0.002500654 0.022433525
## GERD.performed.by.business....GDP 0.094329330 -0.023760759
## GERD.financed.by.business... 0.095157464 -0.074171991
## Females.employed.w.advanced.degrees... 0.091395478 0.049370677
## University.industry.R.D.collaboration. 0.086466477 -0.015243729
## State.of.cluster.development.and.depth. 0.077004842 -0.057074070
## GERD.financed.by.abroad....GDP 0.069100268 0.074264891
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.080855148 0.132087321
## Patent.families.bn.PPP..GDP 0.099863399 0.042355248
## Intellectual.property.payments....total.trade 0.071990906 0.019552307
## High.tech.imports....total.trade 0.033577517 -0.160085285
## ICT.services.imports....total.trade 0.063968331 0.126955857
## FDI.net.inflows....GDP 0.001826583 0.073506604
## Research.talent....in.businesses 0.097982346 -0.068900413
## Patents.by.origin.bn.PPP..GDP 0.085645370 -0.034051278
## PCT.patents.by.origin.bn.PPP..GDP 0.098101905 0.052192314
## Utility.models.by.origin.bn.PPP..GDP 0.016815985 -0.137902617
## Scientific.and.technical.articles.bn.PPP..GDP 0.084317062 0.079407311
## Citable.documents.H.index 0.092945995 -0.072183799
## Labor.productivity.growth... 0.028432234 -0.072722823
## New.businesses.th.pop..15.64 0.057670317 0.137357784
## Software.spending....GDP 0.087290100 -0.044607593
## ISO.9001.quality.certificates.bn.PPP..GDP 0.043093223 -0.008128537
## High.tech.manufacturing... 0.090758594 -0.118993239
## Intellectual.property.receipts....total.trade 0.092934519 0.062070492
## Production.and.export.complexity 0.085654759 -0.122038541
## High.tech.exports....total.trade 0.083108426 -0.131873427
## ICT.services.exports....total.trade 0.036538140 0.050056616
## Intangible.asset.intensity..top.15.... 0.084638717 -0.072053623
## Trademarks.by.origin.bn.PPP..GDP. 0.042211573 -0.038784049
## Global.brand.value..top.5.000....GDP 0.086129627 -0.059680172
## Industrial.designs.by.origin.bn.PPP..GDP. 0.048434650 -0.068966042
## Cultural.and.creative.services.exports....total.trade 0.064964064 0.092504481
## National.feature.films.mn.pop..15.69 0.084039026 0.050825123
## Entertainment.and.media.market.th.pop..15.69 0.094200717 -0.001284186
## Printing.and.other.media....manufacturing 0.030651370 0.045501024
## Creative.goods.exports....total.trade 0.043854827 -0.158415246
## Generic.top.level.domains..TLDs..th.pop..15.69 0.089275180 0.104578176
## Country.code.TLDs.th.pop..15.69 0.082037052 0.093613880
## GitHub.commits.mn.pop..15.69 0.092994184 0.102024730
## Mobile.app.creation.bn.PPP..GDP 0.063447286 0.037536328
## Dim.31
## Political.and.operational.stability -0.044756815
## Government.effectiveness 0.002412138
## Regulatory.quality -0.026718312
## Rule.of.law 0.002716237
## Cost.of.redudancy.dismissal -0.019722298
## Policies.for.doing.business 0.094680113
## Entrepreneurship.policies.and.culture. 0.021270641
## Expenditure.on.education....GDP 0.013178776
## Government.funding.pupil..secondary....GDP.cap -0.055784699
## School.life.expectancy..years -0.079601138
## PISA.scales.in.reading..maths.and.science -0.056468251
## Pupil.teacher.ratio..secondary -0.102211919
## Tertiary.enrolment....gross -0.108606572
## Graduates.in.science.and.engineering... -0.071229959
## Tertiary.inbound.mobility... 0.020054421
## Researchers..FTE.mn.pop. 0.011269228
## Gross.expenditure.on.R.D....GDP 0.053682163
## Global.corporate.R.D.investors..top.3..mn.US. 0.102951936
## QS.university.ranking..top.3 0.099329844
## ICT.access -0.102248821
## ICT.use -0.082000424
## Government.s.online.service -0.076358208
## E.participation -0.083602622
## Electricity.output..GWh.mn.pop. 0.035383003
## Logistics.performance 0.021842833
## Gross.capital.formation....GDP 0.034946189
## GDP.unit.of.energy.use 0.006543659
## Environmental.performance -0.080136712
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.199112788
## Finance.for.startups.and.scaleups -0.024572814
## Domestic.credit.to.private.sector....GDP 0.055567290
## Loans.from.microfinance.institutions....GDP -0.001360625
## Market.capitalization....GDP 0.116324058
## Venture.capital.investors..deals.bn.PPP..GDP 0.061701398
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.070373875
## Venture.capital.received..value....GDP. 0.067990870
## Applied.tariff.rate..weighted.avg.... -0.112896340
## Domestic.industry.diversification -0.090767572
## Domestic.market.scale..bn.PPP. 0.090428670
## Knowledge.intensive.employment... -0.063002953
## Firms.offering.formal.training... -0.079082048
## GERD.performed.by.business....GDP 0.060043522
## GERD.financed.by.business... -0.034141917
## Females.employed.w.advanced.degrees... -0.097438694
## University.industry.R.D.collaboration. 0.074194122
## State.of.cluster.development.and.depth. 0.080459767
## GERD.financed.by.abroad....GDP -0.065402851
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.065199539
## Patent.families.bn.PPP..GDP 0.093442725
## Intellectual.property.payments....total.trade 0.039058350
## High.tech.imports....total.trade 0.018177888
## ICT.services.imports....total.trade -0.016901637
## FDI.net.inflows....GDP -0.091485496
## Research.talent....in.businesses 0.005321444
## Patents.by.origin.bn.PPP..GDP 0.077585858
## PCT.patents.by.origin.bn.PPP..GDP 0.085814356
## Utility.models.by.origin.bn.PPP..GDP -0.083204837
## Scientific.and.technical.articles.bn.PPP..GDP -0.040147353
## Citable.documents.H.index 0.090900706
## Labor.productivity.growth... -0.065383997
## New.businesses.th.pop..15.64 -0.029634121
## Software.spending....GDP 0.039544807
## ISO.9001.quality.certificates.bn.PPP..GDP -0.209603039
## High.tech.manufacturing... -0.017252844
## Intellectual.property.receipts....total.trade 0.076672925
## Production.and.export.complexity -0.061496309
## High.tech.exports....total.trade -0.051306835
## ICT.services.exports....total.trade -0.077184069
## Intangible.asset.intensity..top.15.... 0.029801294
## Trademarks.by.origin.bn.PPP..GDP. -0.054025494
## Global.brand.value..top.5.000....GDP 0.135068077
## Industrial.designs.by.origin.bn.PPP..GDP. -0.017352751
## Cultural.and.creative.services.exports....total.trade -0.026053190
## National.feature.films.mn.pop..15.69 -0.059210711
## Entertainment.and.media.market.th.pop..15.69 0.102465516
## Printing.and.other.media....manufacturing -0.097295147
## Creative.goods.exports....total.trade -0.037031391
## Generic.top.level.domains..TLDs..th.pop..15.69 0.074593965
## Country.code.TLDs.th.pop..15.69 -0.012237813
## GitHub.commits.mn.pop..15.69 0.043688445
## Mobile.app.creation.bn.PPP..GDP -0.069797232
## Dim.32
## Political.and.operational.stability 0.0853231059
## Government.effectiveness 0.0752565209
## Regulatory.quality 0.0789507509
## Rule.of.law 0.0552022944
## Cost.of.redudancy.dismissal -0.0358831322
## Policies.for.doing.business 0.1466133632
## Entrepreneurship.policies.and.culture. 0.0558166567
## Expenditure.on.education....GDP -0.0428328280
## Government.funding.pupil..secondary....GDP.cap -0.0211253955
## School.life.expectancy..years 0.0193536565
## PISA.scales.in.reading..maths.and.science -0.0115718964
## Pupil.teacher.ratio..secondary 0.0790362312
## Tertiary.enrolment....gross 0.0106735827
## Graduates.in.science.and.engineering... 0.0120329207
## Tertiary.inbound.mobility... 0.0827673337
## Researchers..FTE.mn.pop. -0.0734635177
## Gross.expenditure.on.R.D....GDP -0.1142180144
## Global.corporate.R.D.investors..top.3..mn.US. -0.0909381022
## QS.university.ranking..top.3 0.0032560186
## ICT.access 0.1111038433
## ICT.use 0.0687879648
## Government.s.online.service 0.0254870983
## E.participation 0.0178503739
## Electricity.output..GWh.mn.pop. 0.0590511918
## Logistics.performance 0.0179924825
## Gross.capital.formation....GDP -0.0137184316
## GDP.unit.of.energy.use 0.0733698720
## Environmental.performance -0.0748682185
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0389629334
## Finance.for.startups.and.scaleups 0.0107318385
## Domestic.credit.to.private.sector....GDP 0.0929574664
## Loans.from.microfinance.institutions....GDP -0.0111417288
## Market.capitalization....GDP 0.1394144394
## Venture.capital.investors..deals.bn.PPP..GDP 0.0619717758
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0101008401
## Venture.capital.received..value....GDP. 0.0759075400
## Applied.tariff.rate..weighted.avg.... 0.0870381312
## Domestic.industry.diversification 0.0188541379
## Domestic.market.scale..bn.PPP. -0.0290743094
## Knowledge.intensive.employment... -0.0133325602
## Firms.offering.formal.training... -0.1312317094
## GERD.performed.by.business....GDP -0.1305014850
## GERD.financed.by.business... -0.0179167384
## Females.employed.w.advanced.degrees... -0.0343574103
## University.industry.R.D.collaboration. 0.0770700018
## State.of.cluster.development.and.depth. 0.1110279995
## GERD.financed.by.abroad....GDP -0.1346656152
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0853638924
## Patent.families.bn.PPP..GDP -0.0883378430
## Intellectual.property.payments....total.trade -0.0009394519
## High.tech.imports....total.trade 0.0843877090
## ICT.services.imports....total.trade -0.0442686913
## FDI.net.inflows....GDP 0.1282053102
## Research.talent....in.businesses -0.0591272268
## Patents.by.origin.bn.PPP..GDP -0.1477903663
## PCT.patents.by.origin.bn.PPP..GDP -0.0893738958
## Utility.models.by.origin.bn.PPP..GDP -0.0640763515
## Scientific.and.technical.articles.bn.PPP..GDP -0.0886396398
## Citable.documents.H.index -0.0714573668
## Labor.productivity.growth... 0.0720068100
## New.businesses.th.pop..15.64 0.1147103931
## Software.spending....GDP -0.0183229485
## ISO.9001.quality.certificates.bn.PPP..GDP -0.0568489111
## High.tech.manufacturing... -0.0293502834
## Intellectual.property.receipts....total.trade -0.0580320459
## Production.and.export.complexity -0.0549359203
## High.tech.exports....total.trade 0.0038080263
## ICT.services.exports....total.trade -0.0427916907
## Intangible.asset.intensity..top.15.... 0.0270062592
## Trademarks.by.origin.bn.PPP..GDP. -0.0061698304
## Global.brand.value..top.5.000....GDP 0.0507545106
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0950847976
## Cultural.and.creative.services.exports....total.trade -0.0127877475
## National.feature.films.mn.pop..15.69 -0.0657555436
## Entertainment.and.media.market.th.pop..15.69 -0.0638012837
## Printing.and.other.media....manufacturing 0.0542694213
## Creative.goods.exports....total.trade 0.0755686197
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.0113587883
## Country.code.TLDs.th.pop..15.69 -0.0850949636
## GitHub.commits.mn.pop..15.69 -0.0123760693
## Mobile.app.creation.bn.PPP..GDP 0.0579379607
## Dim.33 Dim.34
## Political.and.operational.stability -0.013230969 0.032553606
## Government.effectiveness -0.026055413 0.020407999
## Regulatory.quality -0.021983565 0.015398054
## Rule.of.law -0.047602125 0.023051134
## Cost.of.redudancy.dismissal 0.015628392 0.023162275
## Policies.for.doing.business -0.056377726 0.023662447
## Entrepreneurship.policies.and.culture. -0.052695273 0.007627349
## Expenditure.on.education....GDP -0.117942550 -0.070984497
## Government.funding.pupil..secondary....GDP.cap -0.050117678 -0.006033478
## School.life.expectancy..years -0.104374695 -0.077195937
## PISA.scales.in.reading..maths.and.science 0.046351630 0.018394765
## Pupil.teacher.ratio..secondary -0.045180225 0.004238845
## Tertiary.enrolment....gross -0.065045208 -0.092499224
## Graduates.in.science.and.engineering... -0.080529986 0.026837027
## Tertiary.inbound.mobility... -0.005437725 0.003862836
## Researchers..FTE.mn.pop. 0.002932156 0.041124152
## Gross.expenditure.on.R.D....GDP -0.012970061 0.063869608
## Global.corporate.R.D.investors..top.3..mn.US. 0.002670884 -0.031965221
## QS.university.ranking..top.3 -0.003045173 -0.009121146
## ICT.access -0.078560603 -0.066425528
## ICT.use -0.071151698 -0.053940660
## Government.s.online.service -0.073832207 -0.064937815
## E.participation -0.077086592 -0.067957212
## Electricity.output..GWh.mn.pop. -0.165429338 0.059252097
## Logistics.performance -0.021052095 0.019606988
## Gross.capital.formation....GDP 0.053321577 -0.058175520
## GDP.unit.of.energy.use 0.121846027 -0.068052185
## Environmental.performance -0.061550066 -0.017049516
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.050084225 0.066498564
## Finance.for.startups.and.scaleups -0.067672587 0.021016831
## Domestic.credit.to.private.sector....GDP 0.023824608 -0.044064934
## Loans.from.microfinance.institutions....GDP 0.057979947 -0.025225353
## Market.capitalization....GDP -0.001855234 -0.028318158
## Venture.capital.investors..deals.bn.PPP..GDP 0.100075129 -0.005121033
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.065895379 0.066365645
## Venture.capital.received..value....GDP. 0.090410796 0.031200670
## Applied.tariff.rate..weighted.avg.... -0.009615041 -0.015859628
## Domestic.industry.diversification -0.018699037 -0.015559742
## Domestic.market.scale..bn.PPP. 0.002991449 -0.096972904
## Knowledge.intensive.employment... -0.001638557 0.003826333
## Firms.offering.formal.training... 0.145044426 -0.044726031
## GERD.performed.by.business....GDP 0.016012736 0.059376091
## GERD.financed.by.business... 0.060403238 0.022066907
## Females.employed.w.advanced.degrees... 0.005172360 -0.020388457
## University.industry.R.D.collaboration. -0.020713543 0.062383646
## State.of.cluster.development.and.depth. -0.043116109 0.011703910
## GERD.financed.by.abroad....GDP -0.026101004 0.144128649
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.035983759 0.023180038
## Patent.families.bn.PPP..GDP 0.040167733 -0.016064919
## Intellectual.property.payments....total.trade 0.082979635 -0.076568079
## High.tech.imports....total.trade 0.147357322 0.110322750
## ICT.services.imports....total.trade -0.032082545 0.014241953
## FDI.net.inflows....GDP 0.200322771 -0.060192108
## Research.talent....in.businesses 0.054744590 0.022429560
## Patents.by.origin.bn.PPP..GDP 0.018920273 -0.065284913
## PCT.patents.by.origin.bn.PPP..GDP 0.040029786 -0.025777072
## Utility.models.by.origin.bn.PPP..GDP 0.070174037 -0.064203021
## Scientific.and.technical.articles.bn.PPP..GDP -0.069934084 0.004443964
## Citable.documents.H.index -0.009282546 -0.039687271
## Labor.productivity.growth... 0.066636443 0.033878443
## New.businesses.th.pop..15.64 0.050631336 -0.110532006
## Software.spending....GDP -0.079759393 -0.068779542
## ISO.9001.quality.certificates.bn.PPP..GDP 0.027577797 0.084808934
## High.tech.manufacturing... 0.025613604 0.050805362
## Intellectual.property.receipts....total.trade 0.056504295 0.005889042
## Production.and.export.complexity -0.010237543 0.068166131
## High.tech.exports....total.trade 0.071253819 0.114133430
## ICT.services.exports....total.trade -0.004386848 0.038682278
## Intangible.asset.intensity..top.15.... -0.046813897 -0.036238646
## Trademarks.by.origin.bn.PPP..GDP. 0.088044781 -0.253214810
## Global.brand.value..top.5.000....GDP 0.037955013 0.007447239
## Industrial.designs.by.origin.bn.PPP..GDP. 0.093224275 -0.231694182
## Cultural.and.creative.services.exports....total.trade 0.129165973 -0.023054591
## National.feature.films.mn.pop..15.69 0.039887881 0.035085714
## Entertainment.and.media.market.th.pop..15.69 -0.014902880 0.008998494
## Printing.and.other.media....manufacturing 0.033286447 -0.079491369
## Creative.goods.exports....total.trade 0.126233259 0.136140352
## Generic.top.level.domains..TLDs..th.pop..15.69 0.013615771 -0.058200382
## Country.code.TLDs.th.pop..15.69 -0.038731636 0.014170451
## GitHub.commits.mn.pop..15.69 0.048051047 0.070695859
## Mobile.app.creation.bn.PPP..GDP 0.131900104 0.075265659
## Dim.35
## Political.and.operational.stability -0.0969014267
## Government.effectiveness -0.0487905057
## Regulatory.quality -0.0399021908
## Rule.of.law -0.0441025055
## Cost.of.redudancy.dismissal -0.0819479590
## Policies.for.doing.business -0.0264340266
## Entrepreneurship.policies.and.culture. 0.1377466327
## Expenditure.on.education....GDP -0.0640602892
## Government.funding.pupil..secondary....GDP.cap -0.0371727605
## School.life.expectancy..years 0.0047674593
## PISA.scales.in.reading..maths.and.science -0.0431357128
## Pupil.teacher.ratio..secondary -0.0602418729
## Tertiary.enrolment....gross -0.0102713605
## Graduates.in.science.and.engineering... -0.0586943838
## Tertiary.inbound.mobility... -0.0366560125
## Researchers..FTE.mn.pop. -0.0825780740
## Gross.expenditure.on.R.D....GDP -0.0350500026
## Global.corporate.R.D.investors..top.3..mn.US. 0.0242926436
## QS.university.ranking..top.3 0.0006920113
## ICT.access -0.0137486656
## ICT.use -0.0285931297
## Government.s.online.service 0.0792021107
## E.participation 0.0842681415
## Electricity.output..GWh.mn.pop. -0.0304264882
## Logistics.performance -0.0194273050
## Gross.capital.formation....GDP -0.1265564851
## GDP.unit.of.energy.use 0.0840542508
## Environmental.performance -0.0102844927
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0077101829
## Finance.for.startups.and.scaleups 0.1411842824
## Domestic.credit.to.private.sector....GDP -0.1106215641
## Loans.from.microfinance.institutions....GDP -0.0329225768
## Market.capitalization....GDP -0.0108867722
## Venture.capital.investors..deals.bn.PPP..GDP 0.0660776859
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0971177003
## Venture.capital.received..value....GDP. 0.1126329874
## Applied.tariff.rate..weighted.avg.... -0.0418707139
## Domestic.industry.diversification 0.0904128553
## Domestic.market.scale..bn.PPP. 0.0724661219
## Knowledge.intensive.employment... 0.0085307441
## Firms.offering.formal.training... 0.0543269310
## GERD.performed.by.business....GDP -0.0382566096
## GERD.financed.by.business... -0.0319040290
## Females.employed.w.advanced.degrees... -0.0167790796
## University.industry.R.D.collaboration. 0.0009043446
## State.of.cluster.development.and.depth. -0.0053278137
## GERD.financed.by.abroad....GDP -0.0019017225
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0207569378
## Patent.families.bn.PPP..GDP -0.0096617037
## Intellectual.property.payments....total.trade 0.0753176418
## High.tech.imports....total.trade -0.0899248196
## ICT.services.imports....total.trade 0.0310749392
## FDI.net.inflows....GDP -0.0371154694
## Research.talent....in.businesses -0.0315063829
## Patents.by.origin.bn.PPP..GDP -0.0256695383
## PCT.patents.by.origin.bn.PPP..GDP 0.0023806710
## Utility.models.by.origin.bn.PPP..GDP -0.1252266663
## Scientific.and.technical.articles.bn.PPP..GDP -0.0106348421
## Citable.documents.H.index 0.0300932916
## Labor.productivity.growth... 0.0590117772
## New.businesses.th.pop..15.64 -0.0678922979
## Software.spending....GDP 0.0428624714
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0228438857
## High.tech.manufacturing... 0.0122467224
## Intellectual.property.receipts....total.trade 0.0278329288
## Production.and.export.complexity 0.0277018112
## High.tech.exports....total.trade -0.0018140021
## ICT.services.exports....total.trade 0.1743884357
## Intangible.asset.intensity..top.15.... 0.1204580147
## Trademarks.by.origin.bn.PPP..GDP. -0.0652310482
## Global.brand.value..top.5.000....GDP -0.0228217379
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0537668595
## Cultural.and.creative.services.exports....total.trade 0.1332217238
## National.feature.films.mn.pop..15.69 -0.0452267224
## Entertainment.and.media.market.th.pop..15.69 -0.0356033863
## Printing.and.other.media....manufacturing 0.1077614809
## Creative.goods.exports....total.trade -0.0995016863
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.0112334057
## Country.code.TLDs.th.pop..15.69 -0.0679676558
## GitHub.commits.mn.pop..15.69 -0.0010055316
## Mobile.app.creation.bn.PPP..GDP 0.0508100267
## Dim.36
## Political.and.operational.stability 0.0655210551
## Government.effectiveness 0.0223274420
## Regulatory.quality 0.0439002926
## Rule.of.law 0.0265244204
## Cost.of.redudancy.dismissal -0.0438295804
## Policies.for.doing.business 0.0455199797
## Entrepreneurship.policies.and.culture. -0.0122488629
## Expenditure.on.education....GDP -0.1765410632
## Government.funding.pupil..secondary....GDP.cap -0.0985359598
## School.life.expectancy..years -0.0130286260
## PISA.scales.in.reading..maths.and.science 0.0067648095
## Pupil.teacher.ratio..secondary 0.0110141267
## Tertiary.enrolment....gross -0.0524956696
## Graduates.in.science.and.engineering... -0.0683096349
## Tertiary.inbound.mobility... 0.0404798892
## Researchers..FTE.mn.pop. 0.0178089432
## Gross.expenditure.on.R.D....GDP -0.0210547152
## Global.corporate.R.D.investors..top.3..mn.US. 0.0104503547
## QS.university.ranking..top.3 -0.0188063713
## ICT.access -0.0016349949
## ICT.use -0.0114757700
## Government.s.online.service -0.0114858225
## E.participation 0.0001516865
## Electricity.output..GWh.mn.pop. -0.0646756842
## Logistics.performance 0.0441098798
## Gross.capital.formation....GDP -0.1622907286
## GDP.unit.of.energy.use 0.2039785132
## Environmental.performance 0.0572511255
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0334959339
## Finance.for.startups.and.scaleups -0.0234514152
## Domestic.credit.to.private.sector....GDP 0.0015417698
## Loans.from.microfinance.institutions....GDP -0.1020513435
## Market.capitalization....GDP -0.0536135094
## Venture.capital.investors..deals.bn.PPP..GDP -0.0534973879
## Venture.capital.recipients..deals.bn.PPP..GDP. -0.1333918591
## Venture.capital.received..value....GDP. -0.1575157043
## Applied.tariff.rate..weighted.avg.... 0.0425450046
## Domestic.industry.diversification -0.0421275436
## Domestic.market.scale..bn.PPP. -0.0465773097
## Knowledge.intensive.employment... 0.0143289648
## Firms.offering.formal.training... 0.0806967612
## GERD.performed.by.business....GDP -0.0102773822
## GERD.financed.by.business... 0.0339627282
## Females.employed.w.advanced.degrees... 0.0006327374
## University.industry.R.D.collaboration. 0.0404104905
## State.of.cluster.development.and.depth. 0.0610320773
## GERD.financed.by.abroad....GDP -0.0489939490
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.0768687699
## Patent.families.bn.PPP..GDP 0.0241005454
## Intellectual.property.payments....total.trade 0.1210566966
## High.tech.imports....total.trade -0.0346099175
## ICT.services.imports....total.trade -0.0171448240
## FDI.net.inflows....GDP -0.0410997091
## Research.talent....in.businesses 0.0320849734
## Patents.by.origin.bn.PPP..GDP -0.0016971968
## PCT.patents.by.origin.bn.PPP..GDP 0.0163690079
## Utility.models.by.origin.bn.PPP..GDP -0.0486312779
## Scientific.and.technical.articles.bn.PPP..GDP -0.0391944589
## Citable.documents.H.index 0.0002303601
## Labor.productivity.growth... -0.1151185085
## New.businesses.th.pop..15.64 -0.0110278400
## Software.spending....GDP 0.0369811558
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0095851615
## High.tech.manufacturing... 0.0031888826
## Intellectual.property.receipts....total.trade 0.0251022649
## Production.and.export.complexity 0.0135436195
## High.tech.exports....total.trade 0.0374523823
## ICT.services.exports....total.trade -0.0775644916
## Intangible.asset.intensity..top.15.... 0.0068115731
## Trademarks.by.origin.bn.PPP..GDP. -0.0494013840
## Global.brand.value..top.5.000....GDP 0.0022593020
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0431303075
## Cultural.and.creative.services.exports....total.trade -0.0233674657
## National.feature.films.mn.pop..15.69 0.0253959706
## Entertainment.and.media.market.th.pop..15.69 0.0331039715
## Printing.and.other.media....manufacturing 0.0809543527
## Creative.goods.exports....total.trade 0.0401240011
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0436811962
## Country.code.TLDs.th.pop..15.69 0.0531079637
## GitHub.commits.mn.pop..15.69 -0.0249557447
## Mobile.app.creation.bn.PPP..GDP -0.1465498477
## Dim.37
## Political.and.operational.stability -0.0771688397
## Government.effectiveness -0.0416739631
## Regulatory.quality -0.0240278338
## Rule.of.law -0.0348121275
## Cost.of.redudancy.dismissal 0.1173001291
## Policies.for.doing.business -0.1810987992
## Entrepreneurship.policies.and.culture. -0.0472449352
## Expenditure.on.education....GDP -0.0224845751
## Government.funding.pupil..secondary....GDP.cap 0.0954811192
## School.life.expectancy..years 0.0503635601
## PISA.scales.in.reading..maths.and.science 0.0264520609
## Pupil.teacher.ratio..secondary -0.0527029439
## Tertiary.enrolment....gross 0.0556184408
## Graduates.in.science.and.engineering... 0.0608282313
## Tertiary.inbound.mobility... 0.0537521788
## Researchers..FTE.mn.pop. 0.0106366169
## Gross.expenditure.on.R.D....GDP -0.0390042122
## Global.corporate.R.D.investors..top.3..mn.US. -0.0073127688
## QS.university.ranking..top.3 0.0691303568
## ICT.access -0.0004211251
## ICT.use 0.0036981192
## Government.s.online.service -0.0562547666
## E.participation -0.0498656542
## Electricity.output..GWh.mn.pop. 0.0191216230
## Logistics.performance 0.0080491373
## Gross.capital.formation....GDP -0.1764250029
## GDP.unit.of.energy.use 0.0333951590
## Environmental.performance -0.0107014673
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0128428156
## Finance.for.startups.and.scaleups -0.0014272037
## Domestic.credit.to.private.sector....GDP 0.0094695507
## Loans.from.microfinance.institutions....GDP -0.1186006608
## Market.capitalization....GDP 0.1328045538
## Venture.capital.investors..deals.bn.PPP..GDP 0.0231754327
## Venture.capital.recipients..deals.bn.PPP..GDP. -0.0076346154
## Venture.capital.received..value....GDP. -0.0177243337
## Applied.tariff.rate..weighted.avg.... -0.0081740775
## Domestic.industry.diversification 0.0010549935
## Domestic.market.scale..bn.PPP. 0.0275451847
## Knowledge.intensive.employment... 0.0845756821
## Firms.offering.formal.training... -0.1311271592
## GERD.performed.by.business....GDP -0.0629808153
## GERD.financed.by.business... 0.0079639655
## Females.employed.w.advanced.degrees... 0.0629000345
## University.industry.R.D.collaboration. -0.1420693811
## State.of.cluster.development.and.depth. -0.1469647452
## GERD.financed.by.abroad....GDP -0.0551829482
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0339003252
## Patent.families.bn.PPP..GDP -0.0269687890
## Intellectual.property.payments....total.trade 0.0454283572
## High.tech.imports....total.trade 0.0378196091
## ICT.services.imports....total.trade -0.0712021480
## FDI.net.inflows....GDP 0.0241209667
## Research.talent....in.businesses 0.0041869697
## Patents.by.origin.bn.PPP..GDP -0.0306669034
## PCT.patents.by.origin.bn.PPP..GDP -0.0314803387
## Utility.models.by.origin.bn.PPP..GDP -0.0398928781
## Scientific.and.technical.articles.bn.PPP..GDP 0.0073239638
## Citable.documents.H.index 0.0485890333
## Labor.productivity.growth... -0.1414846899
## New.businesses.th.pop..15.64 0.0222723607
## Software.spending....GDP 0.0473413824
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0572139544
## High.tech.manufacturing... 0.0342801164
## Intellectual.property.receipts....total.trade 0.0104562909
## Production.and.export.complexity -0.0066919630
## High.tech.exports....total.trade -0.0041882462
## ICT.services.exports....total.trade -0.0088543576
## Intangible.asset.intensity..top.15.... -0.0010874472
## Trademarks.by.origin.bn.PPP..GDP. -0.0266822441
## Global.brand.value..top.5.000....GDP 0.0605404675
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0197681384
## Cultural.and.creative.services.exports....total.trade -0.0141590399
## National.feature.films.mn.pop..15.69 -0.0159483481
## Entertainment.and.media.market.th.pop..15.69 0.0529079108
## Printing.and.other.media....manufacturing -0.0568509565
## Creative.goods.exports....total.trade 0.0255432322
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0467587548
## Country.code.TLDs.th.pop..15.69 -0.0288288315
## GitHub.commits.mn.pop..15.69 0.0295015378
## Mobile.app.creation.bn.PPP..GDP 0.0608524809
## Dim.38
## Political.and.operational.stability -0.0054093980
## Government.effectiveness -0.0186233255
## Regulatory.quality -0.0163476432
## Rule.of.law -0.0007295839
## Cost.of.redudancy.dismissal 0.1689910680
## Policies.for.doing.business -0.0003925029
## Entrepreneurship.policies.and.culture. 0.0180467844
## Expenditure.on.education....GDP -0.1493144577
## Government.funding.pupil..secondary....GDP.cap -0.0661225404
## School.life.expectancy..years -0.0597624025
## PISA.scales.in.reading..maths.and.science 0.0170683166
## Pupil.teacher.ratio..secondary 0.0561562815
## Tertiary.enrolment....gross -0.0421202735
## Graduates.in.science.and.engineering... 0.0406037852
## Tertiary.inbound.mobility... 0.0577013489
## Researchers..FTE.mn.pop. -0.0121033742
## Gross.expenditure.on.R.D....GDP 0.0063551206
## Global.corporate.R.D.investors..top.3..mn.US. 0.0314867963
## QS.university.ranking..top.3 0.0050487490
## ICT.access -0.0318933885
## ICT.use -0.0104383011
## Government.s.online.service -0.0409370253
## E.participation -0.0404955173
## Electricity.output..GWh.mn.pop. -0.0004638384
## Logistics.performance 0.0133487552
## Gross.capital.formation....GDP 0.0837476062
## GDP.unit.of.energy.use -0.0511456025
## Environmental.performance 0.0280299881
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.1748621954
## Finance.for.startups.and.scaleups 0.0558226967
## Domestic.credit.to.private.sector....GDP 0.0186545023
## Loans.from.microfinance.institutions....GDP 0.0686335836
## Market.capitalization....GDP 0.0606930193
## Venture.capital.investors..deals.bn.PPP..GDP -0.0289613308
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0427607864
## Venture.capital.received..value....GDP. 0.0591314587
## Applied.tariff.rate..weighted.avg.... -0.0751137778
## Domestic.industry.diversification 0.0599791786
## Domestic.market.scale..bn.PPP. 0.0718207120
## Knowledge.intensive.employment... -0.0330828064
## Firms.offering.formal.training... -0.1005443600
## GERD.performed.by.business....GDP -0.0027164356
## GERD.financed.by.business... -0.0221703621
## Females.employed.w.advanced.degrees... -0.0514937426
## University.industry.R.D.collaboration. 0.0012750059
## State.of.cluster.development.and.depth. 0.0162070973
## GERD.financed.by.abroad....GDP -0.0101526631
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0042323867
## Patent.families.bn.PPP..GDP -0.0056146924
## Intellectual.property.payments....total.trade -0.0941912421
## High.tech.imports....total.trade -0.0872867765
## ICT.services.imports....total.trade -0.0143540799
## FDI.net.inflows....GDP 0.0580867557
## Research.talent....in.businesses 0.0003774957
## Patents.by.origin.bn.PPP..GDP 0.0258321268
## PCT.patents.by.origin.bn.PPP..GDP 0.0018003746
## Utility.models.by.origin.bn.PPP..GDP -0.0798004959
## Scientific.and.technical.articles.bn.PPP..GDP 0.0938206956
## Citable.documents.H.index 0.0651285138
## Labor.productivity.growth... -0.0203215827
## New.businesses.th.pop..15.64 0.0143945615
## Software.spending....GDP -0.0116869530
## ISO.9001.quality.certificates.bn.PPP..GDP 0.1087324141
## High.tech.manufacturing... 0.0104988827
## Intellectual.property.receipts....total.trade -0.0146439082
## Production.and.export.complexity -0.0160915733
## High.tech.exports....total.trade -0.0341443677
## ICT.services.exports....total.trade -0.1581326058
## Intangible.asset.intensity..top.15.... 0.0253456624
## Trademarks.by.origin.bn.PPP..GDP. -0.0479853436
## Global.brand.value..top.5.000....GDP 0.0182609245
## Industrial.designs.by.origin.bn.PPP..GDP. 0.0594240853
## Cultural.and.creative.services.exports....total.trade 0.0030245186
## National.feature.films.mn.pop..15.69 -0.0037110252
## Entertainment.and.media.market.th.pop..15.69 0.0026837827
## Printing.and.other.media....manufacturing 0.1990083646
## Creative.goods.exports....total.trade -0.0398186313
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.0055281812
## Country.code.TLDs.th.pop..15.69 0.0369362034
## GitHub.commits.mn.pop..15.69 -0.0614302991
## Mobile.app.creation.bn.PPP..GDP -0.0690998988
## Dim.39
## Political.and.operational.stability 0.0116735411
## Government.effectiveness 0.0316465512
## Regulatory.quality 0.0333162178
## Rule.of.law 0.0051321368
## Cost.of.redudancy.dismissal 0.1445134852
## Policies.for.doing.business -0.0525987425
## Entrepreneurship.policies.and.culture. 0.0536396811
## Expenditure.on.education....GDP -0.0098665437
## Government.funding.pupil..secondary....GDP.cap -0.2379266034
## School.life.expectancy..years 0.0437817992
## PISA.scales.in.reading..maths.and.science 0.0385620952
## Pupil.teacher.ratio..secondary -0.1525086089
## Tertiary.enrolment....gross 0.0626273928
## Graduates.in.science.and.engineering... -0.0178421255
## Tertiary.inbound.mobility... 0.0387794601
## Researchers..FTE.mn.pop. -0.0040299060
## Gross.expenditure.on.R.D....GDP -0.0277913370
## Global.corporate.R.D.investors..top.3..mn.US. 0.0173712031
## QS.university.ranking..top.3 0.0578664991
## ICT.access -0.0125665371
## ICT.use 0.0038336518
## Government.s.online.service 0.0766971854
## E.participation 0.0880358938
## Electricity.output..GWh.mn.pop. 0.0213708990
## Logistics.performance -0.0035306720
## Gross.capital.formation....GDP 0.0219016659
## GDP.unit.of.energy.use -0.0558595451
## Environmental.performance 0.0388015752
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0523089293
## Finance.for.startups.and.scaleups 0.0059579998
## Domestic.credit.to.private.sector....GDP -0.0223027088
## Loans.from.microfinance.institutions....GDP 0.1769368560
## Market.capitalization....GDP -0.0205700355
## Venture.capital.investors..deals.bn.PPP..GDP -0.0243057118
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0187476378
## Venture.capital.received..value....GDP. -0.0006209562
## Applied.tariff.rate..weighted.avg.... 0.0367390660
## Domestic.industry.diversification -0.0038797013
## Domestic.market.scale..bn.PPP. 0.0267587386
## Knowledge.intensive.employment... 0.0359592157
## Firms.offering.formal.training... 0.0545399219
## GERD.performed.by.business....GDP -0.0306662976
## GERD.financed.by.business... -0.0018348683
## Females.employed.w.advanced.degrees... 0.0871844691
## University.industry.R.D.collaboration. -0.0594168168
## State.of.cluster.development.and.depth. -0.0977245698
## GERD.financed.by.abroad....GDP -0.0299537912
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.0009301571
## Patent.families.bn.PPP..GDP -0.0146704923
## Intellectual.property.payments....total.trade 0.0322371537
## High.tech.imports....total.trade 0.0739747361
## ICT.services.imports....total.trade 0.0084031738
## FDI.net.inflows....GDP -0.0612182271
## Research.talent....in.businesses 0.0051849975
## Patents.by.origin.bn.PPP..GDP -0.0332877221
## PCT.patents.by.origin.bn.PPP..GDP -0.0271922436
## Utility.models.by.origin.bn.PPP..GDP 0.0650228545
## Scientific.and.technical.articles.bn.PPP..GDP -0.0441756718
## Citable.documents.H.index 0.0317392238
## Labor.productivity.growth... 0.0317207488
## New.businesses.th.pop..15.64 0.0523790514
## Software.spending....GDP -0.0255463994
## ISO.9001.quality.certificates.bn.PPP..GDP -0.0995448856
## High.tech.manufacturing... -0.0121585706
## Intellectual.property.receipts....total.trade -0.0268414020
## Production.and.export.complexity -0.0118753363
## High.tech.exports....total.trade 0.0214425456
## ICT.services.exports....total.trade -0.0406693691
## Intangible.asset.intensity..top.15.... -0.0248842156
## Trademarks.by.origin.bn.PPP..GDP. -0.0534011685
## Global.brand.value..top.5.000....GDP -0.0108857821
## Industrial.designs.by.origin.bn.PPP..GDP. -0.1353175488
## Cultural.and.creative.services.exports....total.trade -0.0130556866
## National.feature.films.mn.pop..15.69 0.0169428855
## Entertainment.and.media.market.th.pop..15.69 0.0087917529
## Printing.and.other.media....manufacturing 0.0454846282
## Creative.goods.exports....total.trade 0.0066150513
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0150816514
## Country.code.TLDs.th.pop..15.69 0.0458426604
## GitHub.commits.mn.pop..15.69 0.0098349161
## Mobile.app.creation.bn.PPP..GDP -0.0375157425
## Dim.40
## Political.and.operational.stability -0.0461242437
## Government.effectiveness -0.0176954895
## Regulatory.quality -0.0137828353
## Rule.of.law 0.0050385598
## Cost.of.redudancy.dismissal -0.0799613514
## Policies.for.doing.business 0.0033094258
## Entrepreneurship.policies.and.culture. -0.1337209559
## Expenditure.on.education....GDP 0.0221922101
## Government.funding.pupil..secondary....GDP.cap -0.0756576884
## School.life.expectancy..years 0.1209257778
## PISA.scales.in.reading..maths.and.science 0.0091370164
## Pupil.teacher.ratio..secondary -0.0315075130
## Tertiary.enrolment....gross 0.1013837924
## Graduates.in.science.and.engineering... -0.0311518073
## Tertiary.inbound.mobility... -0.0657593108
## Researchers..FTE.mn.pop. 0.0157860370
## Gross.expenditure.on.R.D....GDP 0.0354771697
## Global.corporate.R.D.investors..top.3..mn.US. -0.0294133424
## QS.university.ranking..top.3 0.0233714214
## ICT.access 0.0034623838
## ICT.use -0.0051986901
## Government.s.online.service -0.0746880090
## E.participation -0.0868057878
## Electricity.output..GWh.mn.pop. -0.0511488907
## Logistics.performance -0.0032995993
## Gross.capital.formation....GDP 0.0323598045
## GDP.unit.of.energy.use 0.1632738668
## Environmental.performance -0.0508970508
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0412696213
## Finance.for.startups.and.scaleups -0.1090405852
## Domestic.credit.to.private.sector....GDP -0.0200390014
## Loans.from.microfinance.institutions....GDP 0.0285947663
## Market.capitalization....GDP 0.0440880540
## Venture.capital.investors..deals.bn.PPP..GDP 0.0004239848
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0170058272
## Venture.capital.received..value....GDP. 0.0154107526
## Applied.tariff.rate..weighted.avg.... 0.0027771154
## Domestic.industry.diversification 0.1644028890
## Domestic.market.scale..bn.PPP. -0.0283444159
## Knowledge.intensive.employment... 0.0034065916
## Firms.offering.formal.training... -0.0652927003
## GERD.performed.by.business....GDP 0.0204174899
## GERD.financed.by.business... -0.0359859831
## Females.employed.w.advanced.degrees... 0.0236981647
## University.industry.R.D.collaboration. 0.0386926000
## State.of.cluster.development.and.depth. 0.0292488965
## GERD.financed.by.abroad....GDP 0.0814967743
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.0073799913
## Patent.families.bn.PPP..GDP -0.0064746117
## Intellectual.property.payments....total.trade -0.0667660637
## High.tech.imports....total.trade 0.0031528167
## ICT.services.imports....total.trade -0.1048375666
## FDI.net.inflows....GDP -0.0746836771
## Research.talent....in.businesses -0.0295148325
## Patents.by.origin.bn.PPP..GDP -0.0173865274
## PCT.patents.by.origin.bn.PPP..GDP -0.0248051685
## Utility.models.by.origin.bn.PPP..GDP 0.0162008643
## Scientific.and.technical.articles.bn.PPP..GDP 0.0584533361
## Citable.documents.H.index 0.0293085046
## Labor.productivity.growth... 0.0993161823
## New.businesses.th.pop..15.64 -0.0057081217
## Software.spending....GDP 0.0854414175
## ISO.9001.quality.certificates.bn.PPP..GDP -0.0009487736
## High.tech.manufacturing... 0.0264941501
## Intellectual.property.receipts....total.trade -0.0443482010
## Production.and.export.complexity -0.0028210334
## High.tech.exports....total.trade -0.0300418275
## ICT.services.exports....total.trade -0.0059456808
## Intangible.asset.intensity..top.15.... -0.0190121748
## Trademarks.by.origin.bn.PPP..GDP. -0.0350043410
## Global.brand.value..top.5.000....GDP -0.0567672594
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0154068482
## Cultural.and.creative.services.exports....total.trade -0.0290116040
## National.feature.films.mn.pop..15.69 0.0123394327
## Entertainment.and.media.market.th.pop..15.69 0.0684977798
## Printing.and.other.media....manufacturing 0.1167871142
## Creative.goods.exports....total.trade 0.0037444149
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0288412626
## Country.code.TLDs.th.pop..15.69 0.0440078238
## GitHub.commits.mn.pop..15.69 0.0598440621
## Mobile.app.creation.bn.PPP..GDP 0.0234069548
## Dim.41
## Political.and.operational.stability 0.0034506328
## Government.effectiveness -0.0095116029
## Regulatory.quality -0.0055579778
## Rule.of.law -0.0305460074
## Cost.of.redudancy.dismissal 0.0536263705
## Policies.for.doing.business 0.0259848305
## Entrepreneurship.policies.and.culture. -0.1248145687
## Expenditure.on.education....GDP -0.0474357923
## Government.funding.pupil..secondary....GDP.cap 0.0132202116
## School.life.expectancy..years 0.0056259228
## PISA.scales.in.reading..maths.and.science -0.0159643165
## Pupil.teacher.ratio..secondary 0.1386168995
## Tertiary.enrolment....gross -0.0236138189
## Graduates.in.science.and.engineering... 0.1967555570
## Tertiary.inbound.mobility... 0.0036661104
## Researchers..FTE.mn.pop. 0.0150207487
## Gross.expenditure.on.R.D....GDP 0.0188397714
## Global.corporate.R.D.investors..top.3..mn.US. 0.0215579177
## QS.university.ranking..top.3 -0.0216675214
## ICT.access 0.0142900269
## ICT.use 0.0034745802
## Government.s.online.service 0.0391916680
## E.participation 0.0553947353
## Electricity.output..GWh.mn.pop. 0.0159251479
## Logistics.performance -0.0390523960
## Gross.capital.formation....GDP -0.0096485332
## GDP.unit.of.energy.use -0.0055332458
## Environmental.performance 0.0495831492
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0865876882
## Finance.for.startups.and.scaleups -0.1248468278
## Domestic.credit.to.private.sector....GDP -0.0699042686
## Loans.from.microfinance.institutions....GDP 0.0642838605
## Market.capitalization....GDP -0.0024812284
## Venture.capital.investors..deals.bn.PPP..GDP 0.0092494992
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0195679061
## Venture.capital.received..value....GDP. 0.0031428858
## Applied.tariff.rate..weighted.avg.... 0.0645854301
## Domestic.industry.diversification 0.0222933223
## Domestic.market.scale..bn.PPP. -0.0073086857
## Knowledge.intensive.employment... 0.0250152827
## Firms.offering.formal.training... -0.0402625642
## GERD.performed.by.business....GDP 0.0209888786
## GERD.financed.by.business... 0.0264843535
## Females.employed.w.advanced.degrees... 0.0416358754
## University.industry.R.D.collaboration. 0.0082828297
## State.of.cluster.development.and.depth. -0.0013201182
## GERD.financed.by.abroad....GDP -0.0461019003
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.0048262656
## Patent.families.bn.PPP..GDP 0.0407994095
## Intellectual.property.payments....total.trade 0.0824907310
## High.tech.imports....total.trade -0.0540810435
## ICT.services.imports....total.trade -0.0686107693
## FDI.net.inflows....GDP 0.0236848811
## Research.talent....in.businesses 0.0006357352
## Patents.by.origin.bn.PPP..GDP 0.0463927495
## PCT.patents.by.origin.bn.PPP..GDP 0.0366669497
## Utility.models.by.origin.bn.PPP..GDP 0.0422838473
## Scientific.and.technical.articles.bn.PPP..GDP -0.0770669360
## Citable.documents.H.index -0.0122965435
## Labor.productivity.growth... 0.0478750082
## New.businesses.th.pop..15.64 -0.1073547140
## Software.spending....GDP -0.0414748027
## ISO.9001.quality.certificates.bn.PPP..GDP -0.0419303899
## High.tech.manufacturing... 0.0339579138
## Intellectual.property.receipts....total.trade 0.0827314204
## Production.and.export.complexity 0.0522351550
## High.tech.exports....total.trade 0.0237642612
## ICT.services.exports....total.trade 0.0010049973
## Intangible.asset.intensity..top.15.... -0.0542499458
## Trademarks.by.origin.bn.PPP..GDP. -0.0890863885
## Global.brand.value..top.5.000....GDP 0.0412454241
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0070987479
## Cultural.and.creative.services.exports....total.trade 0.0911045194
## National.feature.films.mn.pop..15.69 -0.1154309898
## Entertainment.and.media.market.th.pop..15.69 0.0115820416
## Printing.and.other.media....manufacturing 0.0478764895
## Creative.goods.exports....total.trade -0.0702143302
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.0331344677
## Country.code.TLDs.th.pop..15.69 -0.0823899842
## GitHub.commits.mn.pop..15.69 -0.0076948518
## Mobile.app.creation.bn.PPP..GDP -0.0264576544
## Dim.42
## Political.and.operational.stability -0.0240602890
## Government.effectiveness -0.0091570925
## Regulatory.quality 0.0046913286
## Rule.of.law 0.0029751399
## Cost.of.redudancy.dismissal 0.0973286064
## Policies.for.doing.business -0.0091802185
## Entrepreneurship.policies.and.culture. -0.1165488800
## Expenditure.on.education....GDP 0.0956835668
## Government.funding.pupil..secondary....GDP.cap 0.0791872599
## School.life.expectancy..years -0.1073703390
## PISA.scales.in.reading..maths.and.science -0.0227963864
## Pupil.teacher.ratio..secondary 0.0066833860
## Tertiary.enrolment....gross -0.0725316527
## Graduates.in.science.and.engineering... -0.1561883338
## Tertiary.inbound.mobility... 0.0508386949
## Researchers..FTE.mn.pop. -0.0273626040
## Gross.expenditure.on.R.D....GDP 0.0049910813
## Global.corporate.R.D.investors..top.3..mn.US. -0.0111011012
## QS.university.ranking..top.3 -0.0152982023
## ICT.access -0.0013373551
## ICT.use -0.0419504888
## Government.s.online.service 0.0493105939
## E.participation 0.0658442921
## Electricity.output..GWh.mn.pop. -0.0273949829
## Logistics.performance -0.0040913618
## Gross.capital.formation....GDP -0.0945525952
## GDP.unit.of.energy.use -0.0016765908
## Environmental.performance 0.0382590074
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0386876851
## Finance.for.startups.and.scaleups -0.0741365500
## Domestic.credit.to.private.sector....GDP 0.0875171250
## Loans.from.microfinance.institutions....GDP 0.0674670139
## Market.capitalization....GDP 0.0188940491
## Venture.capital.investors..deals.bn.PPP..GDP -0.0030744083
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0004173445
## Venture.capital.received..value....GDP. -0.0554773353
## Applied.tariff.rate..weighted.avg.... 0.0107890604
## Domestic.industry.diversification 0.0269947764
## Domestic.market.scale..bn.PPP. -0.0322920747
## Knowledge.intensive.employment... -0.0747338479
## Firms.offering.formal.training... -0.0705263005
## GERD.performed.by.business....GDP 0.0157086539
## GERD.financed.by.business... 0.0189650205
## Females.employed.w.advanced.degrees... -0.0544554463
## University.industry.R.D.collaboration. -0.0313929301
## State.of.cluster.development.and.depth. -0.0197746072
## GERD.financed.by.abroad....GDP -0.0193860281
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0010119792
## Patent.families.bn.PPP..GDP 0.0152552671
## Intellectual.property.payments....total.trade 0.0488270418
## High.tech.imports....total.trade 0.0589351127
## ICT.services.imports....total.trade 0.0227449571
## FDI.net.inflows....GDP -0.0676712323
## Research.talent....in.businesses 0.0129532354
## Patents.by.origin.bn.PPP..GDP -0.0165880083
## PCT.patents.by.origin.bn.PPP..GDP 0.0329707363
## Utility.models.by.origin.bn.PPP..GDP -0.0114672624
## Scientific.and.technical.articles.bn.PPP..GDP 0.0403638812
## Citable.documents.H.index 0.0264941715
## Labor.productivity.growth... 0.1651353203
## New.businesses.th.pop..15.64 0.0926722364
## Software.spending....GDP 0.0336441148
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0416260690
## High.tech.manufacturing... 0.0298751996
## Intellectual.property.receipts....total.trade 0.0219092464
## Production.and.export.complexity 0.0661423863
## High.tech.exports....total.trade 0.0289713712
## ICT.services.exports....total.trade 0.0719367673
## Intangible.asset.intensity..top.15.... 0.0715412792
## Trademarks.by.origin.bn.PPP..GDP. 0.0114425417
## Global.brand.value..top.5.000....GDP 0.0019739128
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0249097047
## Cultural.and.creative.services.exports....total.trade -0.0641592142
## National.feature.films.mn.pop..15.69 -0.0602391804
## Entertainment.and.media.market.th.pop..15.69 -0.0018911115
## Printing.and.other.media....manufacturing 0.0271681623
## Creative.goods.exports....total.trade -0.0178169745
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0079607246
## Country.code.TLDs.th.pop..15.69 -0.0195762373
## GitHub.commits.mn.pop..15.69 -0.0530765433
## Mobile.app.creation.bn.PPP..GDP -0.0545764097
## Dim.43
## Political.and.operational.stability 0.0020477599
## Government.effectiveness 0.0048145946
## Regulatory.quality -0.0229240990
## Rule.of.law 0.0129265145
## Cost.of.redudancy.dismissal -0.0970660254
## Policies.for.doing.business -0.0073173781
## Entrepreneurship.policies.and.culture. 0.0147838625
## Expenditure.on.education....GDP 0.0034885993
## Government.funding.pupil..secondary....GDP.cap 0.0924661735
## School.life.expectancy..years 0.0747135819
## PISA.scales.in.reading..maths.and.science -0.0164401365
## Pupil.teacher.ratio..secondary -0.1249545807
## Tertiary.enrolment....gross -0.0185163822
## Graduates.in.science.and.engineering... 0.1446058616
## Tertiary.inbound.mobility... 0.0834310613
## Researchers..FTE.mn.pop. 0.0397766916
## Gross.expenditure.on.R.D....GDP -0.0069950599
## Global.corporate.R.D.investors..top.3..mn.US. -0.0110826547
## QS.university.ranking..top.3 0.0071038159
## ICT.access -0.0334361804
## ICT.use -0.0286720873
## Government.s.online.service 0.0349872441
## E.participation 0.0239589475
## Electricity.output..GWh.mn.pop. -0.0998390445
## Logistics.performance 0.0272958431
## Gross.capital.formation....GDP 0.1275162103
## GDP.unit.of.energy.use 0.0427072352
## Environmental.performance -0.0094680132
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0151236740
## Finance.for.startups.and.scaleups 0.0093138475
## Domestic.credit.to.private.sector....GDP -0.0155372116
## Loans.from.microfinance.institutions....GDP 0.0706100434
## Market.capitalization....GDP 0.0134316957
## Venture.capital.investors..deals.bn.PPP..GDP -0.0107518015
## Venture.capital.recipients..deals.bn.PPP..GDP. -0.0574696611
## Venture.capital.received..value....GDP. -0.0967745536
## Applied.tariff.rate..weighted.avg.... -0.0733390390
## Domestic.industry.diversification 0.0458790763
## Domestic.market.scale..bn.PPP. -0.0468617377
## Knowledge.intensive.employment... -0.0337360048
## Firms.offering.formal.training... -0.0212221512
## GERD.performed.by.business....GDP -0.0300418665
## GERD.financed.by.business... 0.0176531868
## Females.employed.w.advanced.degrees... -0.0427695213
## University.industry.R.D.collaboration. -0.0239215511
## State.of.cluster.development.and.depth. -0.0301487720
## GERD.financed.by.abroad....GDP -0.0687333951
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.0046155261
## Patent.families.bn.PPP..GDP -0.0191661586
## Intellectual.property.payments....total.trade 0.0727749828
## High.tech.imports....total.trade -0.0125842787
## ICT.services.imports....total.trade 0.0725859314
## FDI.net.inflows....GDP 0.0587220360
## Research.talent....in.businesses 0.0105122593
## Patents.by.origin.bn.PPP..GDP -0.0073092509
## PCT.patents.by.origin.bn.PPP..GDP -0.0137448562
## Utility.models.by.origin.bn.PPP..GDP -0.1058705493
## Scientific.and.technical.articles.bn.PPP..GDP 0.0788466445
## Citable.documents.H.index -0.0120460139
## Labor.productivity.growth... 0.0766094941
## New.businesses.th.pop..15.64 0.0305221232
## Software.spending....GDP -0.0256305759
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0019795873
## High.tech.manufacturing... 0.0898352011
## Intellectual.property.receipts....total.trade 0.0140990922
## Production.and.export.complexity 0.0167093577
## High.tech.exports....total.trade 0.0184611770
## ICT.services.exports....total.trade -0.0596526673
## Intangible.asset.intensity..top.15.... 0.0533740080
## Trademarks.by.origin.bn.PPP..GDP. -0.0552297074
## Global.brand.value..top.5.000....GDP -0.0089146468
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0411024581
## Cultural.and.creative.services.exports....total.trade 0.0586670809
## National.feature.films.mn.pop..15.69 -0.0007189370
## Entertainment.and.media.market.th.pop..15.69 0.0037392195
## Printing.and.other.media....manufacturing -0.0776110407
## Creative.goods.exports....total.trade 0.0107117691
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0009351554
## Country.code.TLDs.th.pop..15.69 0.0822088315
## GitHub.commits.mn.pop..15.69 -0.0145768468
## Mobile.app.creation.bn.PPP..GDP -0.0083770072
## Dim.44
## Political.and.operational.stability -0.0445992139
## Government.effectiveness -0.0213057093
## Regulatory.quality -0.0431345073
## Rule.of.law -0.0360114576
## Cost.of.redudancy.dismissal 0.0301659852
## Policies.for.doing.business 0.0548888814
## Entrepreneurship.policies.and.culture. -0.0569327941
## Expenditure.on.education....GDP -0.1440393977
## Government.funding.pupil..secondary....GDP.cap -0.0333191697
## School.life.expectancy..years 0.0377912019
## PISA.scales.in.reading..maths.and.science 0.0152533861
## Pupil.teacher.ratio..secondary -0.1023238801
## Tertiary.enrolment....gross 0.0404458336
## Graduates.in.science.and.engineering... -0.0434482586
## Tertiary.inbound.mobility... 0.0812325913
## Researchers..FTE.mn.pop. 0.0058930307
## Gross.expenditure.on.R.D....GDP -0.0099611463
## Global.corporate.R.D.investors..top.3..mn.US. 0.0008558122
## QS.university.ranking..top.3 0.0129747004
## ICT.access 0.0030787972
## ICT.use 0.0157239043
## Government.s.online.service 0.0299723096
## E.participation 0.0317900375
## Electricity.output..GWh.mn.pop. 0.0989166040
## Logistics.performance 0.0160213680
## Gross.capital.formation....GDP 0.0394477962
## GDP.unit.of.energy.use -0.0903091536
## Environmental.performance -0.0690712076
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0346457212
## Finance.for.startups.and.scaleups -0.0670907615
## Domestic.credit.to.private.sector....GDP -0.0141226113
## Loans.from.microfinance.institutions....GDP -0.1488142238
## Market.capitalization....GDP 0.0147314035
## Venture.capital.investors..deals.bn.PPP..GDP -0.0069851941
## Venture.capital.recipients..deals.bn.PPP..GDP. -0.0526370616
## Venture.capital.received..value....GDP. -0.0814411603
## Applied.tariff.rate..weighted.avg.... -0.0771994569
## Domestic.industry.diversification 0.0172284091
## Domestic.market.scale..bn.PPP. 0.0001073842
## Knowledge.intensive.employment... 0.0095962616
## Firms.offering.formal.training... 0.0153332821
## GERD.performed.by.business....GDP -0.0001466841
## GERD.financed.by.business... 0.0098562442
## Females.employed.w.advanced.degrees... 0.0123694755
## University.industry.R.D.collaboration. 0.0584512733
## State.of.cluster.development.and.depth. 0.0445523329
## GERD.financed.by.abroad....GDP -0.0337647596
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0546587336
## Patent.families.bn.PPP..GDP 0.0023786135
## Intellectual.property.payments....total.trade 0.0010191792
## High.tech.imports....total.trade -0.0061730276
## ICT.services.imports....total.trade 0.0591543548
## FDI.net.inflows....GDP 0.0896914836
## Research.talent....in.businesses 0.0240496590
## Patents.by.origin.bn.PPP..GDP 0.0130534153
## PCT.patents.by.origin.bn.PPP..GDP 0.0197909076
## Utility.models.by.origin.bn.PPP..GDP 0.1105949257
## Scientific.and.technical.articles.bn.PPP..GDP 0.0126066587
## Citable.documents.H.index 0.0005061368
## Labor.productivity.growth... 0.0864790784
## New.businesses.th.pop..15.64 -0.0215481037
## Software.spending....GDP 0.0091145249
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0316130696
## High.tech.manufacturing... 0.0014975162
## Intellectual.property.receipts....total.trade 0.0303449081
## Production.and.export.complexity -0.0492992591
## High.tech.exports....total.trade -0.0594077805
## ICT.services.exports....total.trade 0.1133382082
## Intangible.asset.intensity..top.15.... -0.0290808599
## Trademarks.by.origin.bn.PPP..GDP. -0.0256825911
## Global.brand.value..top.5.000....GDP -0.0111367665
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0132252655
## Cultural.and.creative.services.exports....total.trade -0.0421495621
## National.feature.films.mn.pop..15.69 -0.0237563641
## Entertainment.and.media.market.th.pop..15.69 0.0128500107
## Printing.and.other.media....manufacturing -0.0026301935
## Creative.goods.exports....total.trade -0.0447076349
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0144737745
## Country.code.TLDs.th.pop..15.69 -0.0045305415
## GitHub.commits.mn.pop..15.69 0.0097866685
## Mobile.app.creation.bn.PPP..GDP 0.0073404286
## Dim.45
## Political.and.operational.stability 0.0167998787
## Government.effectiveness -0.0012791490
## Regulatory.quality -0.0153826627
## Rule.of.law -0.0003841519
## Cost.of.redudancy.dismissal -0.1125159393
## Policies.for.doing.business -0.0702922822
## Entrepreneurship.policies.and.culture. -0.0700357692
## Expenditure.on.education....GDP 0.0398182829
## Government.funding.pupil..secondary....GDP.cap -0.0012824410
## School.life.expectancy..years 0.0078808706
## PISA.scales.in.reading..maths.and.science -0.0092166119
## Pupil.teacher.ratio..secondary -0.0148218399
## Tertiary.enrolment....gross -0.0124848729
## Graduates.in.science.and.engineering... -0.0732323770
## Tertiary.inbound.mobility... -0.0871928964
## Researchers..FTE.mn.pop. 0.0079026092
## Gross.expenditure.on.R.D....GDP 0.0138159986
## Global.corporate.R.D.investors..top.3..mn.US. 0.0109219522
## QS.university.ranking..top.3 -0.0198457238
## ICT.access 0.0197830408
## ICT.use 0.0263541690
## Government.s.online.service 0.0855087576
## E.participation 0.0755395706
## Electricity.output..GWh.mn.pop. 0.0757808161
## Logistics.performance -0.0199639039
## Gross.capital.formation....GDP 0.0734260421
## GDP.unit.of.energy.use -0.0785221734
## Environmental.performance 0.0477269861
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0199908285
## Finance.for.startups.and.scaleups -0.0570624642
## Domestic.credit.to.private.sector....GDP 0.0059409440
## Loans.from.microfinance.institutions....GDP -0.1532713626
## Market.capitalization....GDP -0.0018595853
## Venture.capital.investors..deals.bn.PPP..GDP 0.0245088365
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0110630651
## Venture.capital.received..value....GDP. 0.0295669215
## Applied.tariff.rate..weighted.avg.... -0.0529822531
## Domestic.industry.diversification 0.0188530759
## Domestic.market.scale..bn.PPP. 0.0064050837
## Knowledge.intensive.employment... 0.0075527333
## Firms.offering.formal.training... -0.0177818866
## GERD.performed.by.business....GDP 0.0176337627
## GERD.financed.by.business... 0.0117287024
## Females.employed.w.advanced.degrees... -0.0071189629
## University.industry.R.D.collaboration. -0.0450235401
## State.of.cluster.development.and.depth. -0.0458972601
## GERD.financed.by.abroad....GDP 0.0174559586
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0305939985
## Patent.families.bn.PPP..GDP 0.0197040425
## Intellectual.property.payments....total.trade 0.0253685080
## High.tech.imports....total.trade 0.0977253344
## ICT.services.imports....total.trade -0.0397088842
## FDI.net.inflows....GDP 0.0143884566
## Research.talent....in.businesses 0.0216826205
## Patents.by.origin.bn.PPP..GDP -0.0107042346
## PCT.patents.by.origin.bn.PPP..GDP 0.0148018918
## Utility.models.by.origin.bn.PPP..GDP -0.0768555797
## Scientific.and.technical.articles.bn.PPP..GDP 0.0328283272
## Citable.documents.H.index -0.0155520778
## Labor.productivity.growth... -0.0401529451
## New.businesses.th.pop..15.64 0.0082166191
## Software.spending....GDP -0.0554987085
## ISO.9001.quality.certificates.bn.PPP..GDP -0.0029431441
## High.tech.manufacturing... -0.0107912522
## Intellectual.property.receipts....total.trade 0.0441128825
## Production.and.export.complexity -0.0363281212
## High.tech.exports....total.trade 0.0311264781
## ICT.services.exports....total.trade -0.1128820217
## Intangible.asset.intensity..top.15.... 0.0027164601
## Trademarks.by.origin.bn.PPP..GDP. 0.0066628589
## Global.brand.value..top.5.000....GDP -0.0123645263
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0588292895
## Cultural.and.creative.services.exports....total.trade 0.0714340342
## National.feature.films.mn.pop..15.69 -0.0148182922
## Entertainment.and.media.market.th.pop..15.69 -0.0548950402
## Printing.and.other.media....manufacturing 0.1228379459
## Creative.goods.exports....total.trade 0.0441591682
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.0169777398
## Country.code.TLDs.th.pop..15.69 0.0097977320
## GitHub.commits.mn.pop..15.69 0.0080604937
## Mobile.app.creation.bn.PPP..GDP -0.0760938540
## Dim.46
## Political.and.operational.stability -0.0011772932
## Government.effectiveness 0.0007025385
## Regulatory.quality -0.0106032933
## Rule.of.law -0.0002599548
## Cost.of.redudancy.dismissal -0.0013649268
## Policies.for.doing.business 0.0410587109
## Entrepreneurship.policies.and.culture. 0.0190704320
## Expenditure.on.education....GDP -0.0289925016
## Government.funding.pupil..secondary....GDP.cap 0.0348661372
## School.life.expectancy..years -0.0080789102
## PISA.scales.in.reading..maths.and.science 0.0246149676
## Pupil.teacher.ratio..secondary -0.0147417077
## Tertiary.enrolment....gross -0.0291038861
## Graduates.in.science.and.engineering... 0.0491276934
## Tertiary.inbound.mobility... 0.0786396588
## Researchers..FTE.mn.pop. 0.0210031249
## Gross.expenditure.on.R.D....GDP -0.0235749163
## Global.corporate.R.D.investors..top.3..mn.US. -0.0274297211
## QS.university.ranking..top.3 -0.0020866523
## ICT.access -0.0199140813
## ICT.use -0.0242707820
## Government.s.online.service -0.0008553003
## E.participation -0.0171411131
## Electricity.output..GWh.mn.pop. -0.0712435570
## Logistics.performance -0.0123167831
## Gross.capital.formation....GDP -0.1705646065
## GDP.unit.of.energy.use -0.0782698192
## Environmental.performance 0.0121689055
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0525136104
## Finance.for.startups.and.scaleups 0.0080931178
## Domestic.credit.to.private.sector....GDP -0.0716318303
## Loans.from.microfinance.institutions....GDP -0.0932587892
## Market.capitalization....GDP -0.0380323508
## Venture.capital.investors..deals.bn.PPP..GDP 0.0224947795
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0434910744
## Venture.capital.received..value....GDP. 0.0233995260
## Applied.tariff.rate..weighted.avg.... -0.0570979020
## Domestic.industry.diversification 0.0210531778
## Domestic.market.scale..bn.PPP. 0.0176217601
## Knowledge.intensive.employment... 0.0240147474
## Firms.offering.formal.training... -0.0530000198
## GERD.performed.by.business....GDP -0.0413887684
## GERD.financed.by.business... -0.0121498605
## Females.employed.w.advanced.degrees... 0.0368101723
## University.industry.R.D.collaboration. 0.0284147830
## State.of.cluster.development.and.depth. 0.0281378982
## GERD.financed.by.abroad....GDP 0.0400039093
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.0226333020
## Patent.families.bn.PPP..GDP -0.0109230498
## Intellectual.property.payments....total.trade -0.0041265040
## High.tech.imports....total.trade -0.0009482251
## ICT.services.imports....total.trade -0.0033709306
## FDI.net.inflows....GDP -0.0964569548
## Research.talent....in.businesses 0.0109529115
## Patents.by.origin.bn.PPP..GDP 0.0237094926
## PCT.patents.by.origin.bn.PPP..GDP -0.0216769883
## Utility.models.by.origin.bn.PPP..GDP 0.0807849655
## Scientific.and.technical.articles.bn.PPP..GDP 0.0238642835
## Citable.documents.H.index 0.0002588558
## Labor.productivity.growth... 0.1426247813
## New.businesses.th.pop..15.64 0.0448057839
## Software.spending....GDP -0.0621706793
## ISO.9001.quality.certificates.bn.PPP..GDP -0.0673110654
## High.tech.manufacturing... -0.0248042703
## Intellectual.property.receipts....total.trade -0.0173863747
## Production.and.export.complexity -0.0264540870
## High.tech.exports....total.trade 0.0107127239
## ICT.services.exports....total.trade -0.1396917000
## Intangible.asset.intensity..top.15.... -0.0021193158
## Trademarks.by.origin.bn.PPP..GDP. 0.0643641058
## Global.brand.value..top.5.000....GDP -0.0264479127
## Industrial.designs.by.origin.bn.PPP..GDP. 0.0499739134
## Cultural.and.creative.services.exports....total.trade 0.0541755161
## National.feature.films.mn.pop..15.69 0.0533502222
## Entertainment.and.media.market.th.pop..15.69 -0.0460321989
## Printing.and.other.media....manufacturing 0.0058371406
## Creative.goods.exports....total.trade 0.0125783742
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0074628699
## Country.code.TLDs.th.pop..15.69 0.0458861422
## GitHub.commits.mn.pop..15.69 -0.0048646615
## Mobile.app.creation.bn.PPP..GDP 0.0071808840
## Dim.47
## Political.and.operational.stability 0.002713975
## Government.effectiveness -0.018345574
## Regulatory.quality -0.016240331
## Rule.of.law -0.005733283
## Cost.of.redudancy.dismissal -0.034894645
## Policies.for.doing.business -0.026998078
## Entrepreneurship.policies.and.culture. 0.031815035
## Expenditure.on.education....GDP -0.159702413
## Government.funding.pupil..secondary....GDP.cap -0.024166896
## School.life.expectancy..years -0.025340431
## PISA.scales.in.reading..maths.and.science 0.012356797
## Pupil.teacher.ratio..secondary 0.061465515
## Tertiary.enrolment....gross 0.017124052
## Graduates.in.science.and.engineering... -0.065381573
## Tertiary.inbound.mobility... 0.022466724
## Researchers..FTE.mn.pop. 0.026281460
## Gross.expenditure.on.R.D....GDP 0.047727632
## Global.corporate.R.D.investors..top.3..mn.US. -0.017406787
## QS.university.ranking..top.3 -0.015485400
## ICT.access 0.047158200
## ICT.use 0.032066346
## Government.s.online.service 0.052935720
## E.participation 0.049297092
## Electricity.output..GWh.mn.pop. 0.009283370
## Logistics.performance 0.021391981
## Gross.capital.formation....GDP 0.055385848
## GDP.unit.of.energy.use 0.060161626
## Environmental.performance -0.016941049
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.038466893
## Finance.for.startups.and.scaleups 0.055586978
## Domestic.credit.to.private.sector....GDP 0.071591638
## Loans.from.microfinance.institutions....GDP 0.032760809
## Market.capitalization....GDP 0.008673988
## Venture.capital.investors..deals.bn.PPP..GDP -0.012016557
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.023204501
## Venture.capital.received..value....GDP. -0.077652425
## Applied.tariff.rate..weighted.avg.... -0.043052551
## Domestic.industry.diversification -0.049153583
## Domestic.market.scale..bn.PPP. -0.048712217
## Knowledge.intensive.employment... 0.046123417
## Firms.offering.formal.training... -0.094062079
## GERD.performed.by.business....GDP 0.059107255
## GERD.financed.by.business... 0.037834813
## Females.employed.w.advanced.degrees... 0.034196242
## University.industry.R.D.collaboration. -0.082291793
## State.of.cluster.development.and.depth. -0.047079225
## GERD.financed.by.abroad....GDP 0.009496689
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.006078311
## Patent.families.bn.PPP..GDP 0.020658535
## Intellectual.property.payments....total.trade -0.016529255
## High.tech.imports....total.trade -0.026266756
## ICT.services.imports....total.trade -0.060303765
## FDI.net.inflows....GDP -0.080330451
## Research.talent....in.businesses -0.013651834
## Patents.by.origin.bn.PPP..GDP 0.066453165
## PCT.patents.by.origin.bn.PPP..GDP 0.021482521
## Utility.models.by.origin.bn.PPP..GDP -0.092180580
## Scientific.and.technical.articles.bn.PPP..GDP -0.009909135
## Citable.documents.H.index -0.025379245
## Labor.productivity.growth... 0.082579378
## New.businesses.th.pop..15.64 -0.026308840
## Software.spending....GDP -0.065458659
## ISO.9001.quality.certificates.bn.PPP..GDP -0.004607703
## High.tech.manufacturing... -0.055160639
## Intellectual.property.receipts....total.trade -0.005442953
## Production.and.export.complexity 0.015023009
## High.tech.exports....total.trade -0.023492378
## ICT.services.exports....total.trade -0.019855489
## Intangible.asset.intensity..top.15.... -0.039829490
## Trademarks.by.origin.bn.PPP..GDP. 0.084568917
## Global.brand.value..top.5.000....GDP -0.025127190
## Industrial.designs.by.origin.bn.PPP..GDP. -0.015590006
## Cultural.and.creative.services.exports....total.trade -0.030675992
## National.feature.films.mn.pop..15.69 0.018500682
## Entertainment.and.media.market.th.pop..15.69 0.002449989
## Printing.and.other.media....manufacturing -0.050889364
## Creative.goods.exports....total.trade -0.049763779
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.014166740
## Country.code.TLDs.th.pop..15.69 -0.031409274
## GitHub.commits.mn.pop..15.69 0.034690599
## Mobile.app.creation.bn.PPP..GDP 0.097018179
## Dim.48
## Political.and.operational.stability -0.0699701448
## Government.effectiveness -0.0434172466
## Regulatory.quality -0.0163015414
## Rule.of.law -0.0260324837
## Cost.of.redudancy.dismissal -0.1364966435
## Policies.for.doing.business -0.0596357972
## Entrepreneurship.policies.and.culture. 0.0127957693
## Expenditure.on.education....GDP -0.0511147817
## Government.funding.pupil..secondary....GDP.cap -0.0131203926
## School.life.expectancy..years 0.0295066799
## PISA.scales.in.reading..maths.and.science -0.0223018915
## Pupil.teacher.ratio..secondary 0.1210900162
## Tertiary.enrolment....gross -0.0190861398
## Graduates.in.science.and.engineering... -0.0509206019
## Tertiary.inbound.mobility... 0.0522314413
## Researchers..FTE.mn.pop. 0.0239714928
## Gross.expenditure.on.R.D....GDP -0.0097744336
## Global.corporate.R.D.investors..top.3..mn.US. -0.0064757184
## QS.university.ranking..top.3 -0.0267004831
## ICT.access 0.0193991695
## ICT.use -0.0142999683
## Government.s.online.service -0.0044517892
## E.participation -0.0022082853
## Electricity.output..GWh.mn.pop. 0.0919822378
## Logistics.performance 0.0335429713
## Gross.capital.formation....GDP -0.0787087035
## GDP.unit.of.energy.use -0.0334072243
## Environmental.performance -0.0097867874
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0076451403
## Finance.for.startups.and.scaleups -0.0089807404
## Domestic.credit.to.private.sector....GDP 0.0023446721
## Loans.from.microfinance.institutions....GDP 0.1424285556
## Market.capitalization....GDP -0.0202416456
## Venture.capital.investors..deals.bn.PPP..GDP 0.0226856402
## Venture.capital.recipients..deals.bn.PPP..GDP. -0.0309045090
## Venture.capital.received..value....GDP. -0.0053260007
## Applied.tariff.rate..weighted.avg.... -0.0006955730
## Domestic.industry.diversification 0.0501475922
## Domestic.market.scale..bn.PPP. -0.0062970679
## Knowledge.intensive.employment... 0.0296784439
## Firms.offering.formal.training... 0.0089296925
## GERD.performed.by.business....GDP 0.0005073800
## GERD.financed.by.business... 0.0259687191
## Females.employed.w.advanced.degrees... -0.0439787971
## University.industry.R.D.collaboration. -0.0451933882
## State.of.cluster.development.and.depth. -0.0237675274
## GERD.financed.by.abroad....GDP -0.0235364639
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0822687501
## Patent.families.bn.PPP..GDP -0.0026223948
## Intellectual.property.payments....total.trade -0.0777485003
## High.tech.imports....total.trade -0.0053801090
## ICT.services.imports....total.trade 0.0334700365
## FDI.net.inflows....GDP 0.0009862019
## Research.talent....in.businesses 0.0467846703
## Patents.by.origin.bn.PPP..GDP 0.0174837755
## PCT.patents.by.origin.bn.PPP..GDP -0.0013386458
## Utility.models.by.origin.bn.PPP..GDP 0.0733419912
## Scientific.and.technical.articles.bn.PPP..GDP -0.0064296527
## Citable.documents.H.index -0.0221128526
## Labor.productivity.growth... -0.0117099273
## New.businesses.th.pop..15.64 0.0354962163
## Software.spending....GDP 0.0519540709
## ISO.9001.quality.certificates.bn.PPP..GDP -0.0225580697
## High.tech.manufacturing... 0.0036416841
## Intellectual.property.receipts....total.trade 0.0198748690
## Production.and.export.complexity -0.0545319062
## High.tech.exports....total.trade -0.0177197796
## ICT.services.exports....total.trade -0.0124868487
## Intangible.asset.intensity..top.15.... 0.0337019538
## Trademarks.by.origin.bn.PPP..GDP. -0.0612155019
## Global.brand.value..top.5.000....GDP 0.0432641775
## Industrial.designs.by.origin.bn.PPP..GDP. 0.0303612559
## Cultural.and.creative.services.exports....total.trade 0.0518965486
## National.feature.films.mn.pop..15.69 -0.0069768677
## Entertainment.and.media.market.th.pop..15.69 -0.0204850109
## Printing.and.other.media....manufacturing -0.0336632260
## Creative.goods.exports....total.trade 0.0611906232
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0205899114
## Country.code.TLDs.th.pop..15.69 0.0697052306
## GitHub.commits.mn.pop..15.69 0.0249441961
## Mobile.app.creation.bn.PPP..GDP -0.0467076890
## Dim.49
## Political.and.operational.stability 0.0175154237
## Government.effectiveness -0.0010675036
## Regulatory.quality -0.0133158353
## Rule.of.law -0.0112927970
## Cost.of.redudancy.dismissal -0.0859826332
## Policies.for.doing.business -0.0099220697
## Entrepreneurship.policies.and.culture. -0.0478448111
## Expenditure.on.education....GDP 0.0331276792
## Government.funding.pupil..secondary....GDP.cap -0.0867080051
## School.life.expectancy..years -0.0530445200
## PISA.scales.in.reading..maths.and.science 0.0288128269
## Pupil.teacher.ratio..secondary -0.0250357466
## Tertiary.enrolment....gross -0.0269703071
## Graduates.in.science.and.engineering... -0.0346176264
## Tertiary.inbound.mobility... -0.1087220904
## Researchers..FTE.mn.pop. 0.0088029518
## Gross.expenditure.on.R.D....GDP 0.0164083757
## Global.corporate.R.D.investors..top.3..mn.US. -0.0048383169
## QS.university.ranking..top.3 0.0251031688
## ICT.access 0.0683974531
## ICT.use 0.0326286401
## Government.s.online.service -0.0209591597
## E.participation -0.0236211032
## Electricity.output..GWh.mn.pop. -0.0299513028
## Logistics.performance -0.0086663754
## Gross.capital.formation....GDP -0.0808629070
## GDP.unit.of.energy.use -0.0807437236
## Environmental.performance -0.0141876186
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0559899325
## Finance.for.startups.and.scaleups -0.0125920076
## Domestic.credit.to.private.sector....GDP 0.0248050907
## Loans.from.microfinance.institutions....GDP 0.0577587287
## Market.capitalization....GDP 0.0466418737
## Venture.capital.investors..deals.bn.PPP..GDP -0.0089453782
## Venture.capital.recipients..deals.bn.PPP..GDP. -0.0261278872
## Venture.capital.received..value....GDP. -0.0580052078
## Applied.tariff.rate..weighted.avg.... 0.0033010277
## Domestic.industry.diversification -0.0097084383
## Domestic.market.scale..bn.PPP. 0.0685829742
## Knowledge.intensive.employment... 0.0211083201
## Firms.offering.formal.training... -0.0811702655
## GERD.performed.by.business....GDP 0.0108722677
## GERD.financed.by.business... 0.0060204503
## Females.employed.w.advanced.degrees... 0.0557307145
## University.industry.R.D.collaboration. 0.0559482320
## State.of.cluster.development.and.depth. 0.0423562988
## GERD.financed.by.abroad....GDP -0.0009181391
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.0339078028
## Patent.families.bn.PPP..GDP -0.0020072818
## Intellectual.property.payments....total.trade 0.0748264182
## High.tech.imports....total.trade -0.0430758521
## ICT.services.imports....total.trade 0.0371178970
## FDI.net.inflows....GDP 0.0869416269
## Research.talent....in.businesses -0.0279472377
## Patents.by.origin.bn.PPP..GDP 0.0325885435
## PCT.patents.by.origin.bn.PPP..GDP -0.0081522327
## Utility.models.by.origin.bn.PPP..GDP 0.0061248143
## Scientific.and.technical.articles.bn.PPP..GDP 0.0032936138
## Citable.documents.H.index 0.0433700965
## Labor.productivity.growth... -0.0134803981
## New.businesses.th.pop..15.64 0.0615699497
## Software.spending....GDP -0.0131980949
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0298408904
## High.tech.manufacturing... 0.0010211367
## Intellectual.property.receipts....total.trade -0.0323715588
## Production.and.export.complexity 0.0305381999
## High.tech.exports....total.trade -0.0287762545
## ICT.services.exports....total.trade -0.0435414680
## Intangible.asset.intensity..top.15.... 0.0043839382
## Trademarks.by.origin.bn.PPP..GDP. -0.0370577767
## Global.brand.value..top.5.000....GDP -0.0120515294
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0444702004
## Cultural.and.creative.services.exports....total.trade 0.0719576064
## National.feature.films.mn.pop..15.69 0.0316292454
## Entertainment.and.media.market.th.pop..15.69 0.0056090721
## Printing.and.other.media....manufacturing -0.0644618820
## Creative.goods.exports....total.trade -0.0804746029
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.0655086786
## Country.code.TLDs.th.pop..15.69 -0.0051453821
## GitHub.commits.mn.pop..15.69 0.0352021707
## Mobile.app.creation.bn.PPP..GDP 0.0468914685
## Dim.50
## Political.and.operational.stability 0.0332242989
## Government.effectiveness 0.0198782920
## Regulatory.quality 0.0402807098
## Rule.of.law 0.0228037319
## Cost.of.redudancy.dismissal 0.0348369266
## Policies.for.doing.business 0.0149331179
## Entrepreneurship.policies.and.culture. -0.0157271546
## Expenditure.on.education....GDP -0.0194836035
## Government.funding.pupil..secondary....GDP.cap 0.1169309263
## School.life.expectancy..years 0.0634452810
## PISA.scales.in.reading..maths.and.science 0.0200310952
## Pupil.teacher.ratio..secondary 0.0171022886
## Tertiary.enrolment....gross 0.0484587997
## Graduates.in.science.and.engineering... -0.1216424258
## Tertiary.inbound.mobility... -0.0530268868
## Researchers..FTE.mn.pop. 0.0150247830
## Gross.expenditure.on.R.D....GDP -0.0352077658
## Global.corporate.R.D.investors..top.3..mn.US. 0.0342560099
## QS.university.ranking..top.3 0.0204773020
## ICT.access -0.0167667330
## ICT.use -0.0060077522
## Government.s.online.service 0.0371636312
## E.participation 0.0303313638
## Electricity.output..GWh.mn.pop. -0.0053570378
## Logistics.performance 0.0176518691
## Gross.capital.formation....GDP 0.0216568257
## GDP.unit.of.energy.use 0.0207018441
## Environmental.performance 0.0099148145
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0097916222
## Finance.for.startups.and.scaleups -0.0225263307
## Domestic.credit.to.private.sector....GDP -0.0946416630
## Loans.from.microfinance.institutions....GDP 0.0457851993
## Market.capitalization....GDP -0.0802474647
## Venture.capital.investors..deals.bn.PPP..GDP -0.0093779861
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0001022442
## Venture.capital.received..value....GDP. 0.0055318349
## Applied.tariff.rate..weighted.avg.... -0.0362933980
## Domestic.industry.diversification -0.0686134874
## Domestic.market.scale..bn.PPP. 0.0903050898
## Knowledge.intensive.employment... 0.0243500807
## Firms.offering.formal.training... -0.0276942423
## GERD.performed.by.business....GDP -0.0543866442
## GERD.financed.by.business... -0.0031960094
## Females.employed.w.advanced.degrees... -0.0015857111
## University.industry.R.D.collaboration. -0.0079792269
## State.of.cluster.development.and.depth. 0.0240220034
## GERD.financed.by.abroad....GDP -0.0009921593
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.0059847314
## Patent.families.bn.PPP..GDP 0.0106869403
## Intellectual.property.payments....total.trade -0.0281506511
## High.tech.imports....total.trade -0.0166007529
## ICT.services.imports....total.trade -0.0694900273
## FDI.net.inflows....GDP 0.0636559188
## Research.talent....in.businesses 0.0240183172
## Patents.by.origin.bn.PPP..GDP -0.0675943398
## PCT.patents.by.origin.bn.PPP..GDP -0.0043666265
## Utility.models.by.origin.bn.PPP..GDP -0.0182161786
## Scientific.and.technical.articles.bn.PPP..GDP -0.0515931489
## Citable.documents.H.index 0.0612198202
## Labor.productivity.growth... 0.0695440220
## New.businesses.th.pop..15.64 -0.0354854984
## Software.spending....GDP 0.0197805300
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0270326679
## High.tech.manufacturing... -0.0422984968
## Intellectual.property.receipts....total.trade 0.0177902698
## Production.and.export.complexity -0.0153801178
## High.tech.exports....total.trade -0.0127300081
## ICT.services.exports....total.trade -0.0609638111
## Intangible.asset.intensity..top.15.... 0.0184948886
## Trademarks.by.origin.bn.PPP..GDP. -0.0754136434
## Global.brand.value..top.5.000....GDP -0.0132597179
## Industrial.designs.by.origin.bn.PPP..GDP. 0.0107355791
## Cultural.and.creative.services.exports....total.trade 0.0128156379
## National.feature.films.mn.pop..15.69 0.0564119612
## Entertainment.and.media.market.th.pop..15.69 0.0498415304
## Printing.and.other.media....manufacturing -0.0749795590
## Creative.goods.exports....total.trade 0.0096266355
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0177882393
## Country.code.TLDs.th.pop..15.69 -0.0350302563
## GitHub.commits.mn.pop..15.69 -0.0086107373
## Mobile.app.creation.bn.PPP..GDP -0.0218400305
## Dim.51
## Political.and.operational.stability -1.175144e-02
## Government.effectiveness 7.333865e-03
## Regulatory.quality -1.650919e-02
## Rule.of.law 5.607317e-03
## Cost.of.redudancy.dismissal 1.290035e-01
## Policies.for.doing.business 6.362579e-05
## Entrepreneurship.policies.and.culture. -1.485651e-03
## Expenditure.on.education....GDP -2.921223e-04
## Government.funding.pupil..secondary....GDP.cap -6.979251e-03
## School.life.expectancy..years 2.498607e-02
## PISA.scales.in.reading..maths.and.science -1.586236e-02
## Pupil.teacher.ratio..secondary 4.064655e-02
## Tertiary.enrolment....gross 6.359312e-03
## Graduates.in.science.and.engineering... -1.114425e-02
## Tertiary.inbound.mobility... -8.874332e-02
## Researchers..FTE.mn.pop. 4.791602e-02
## Gross.expenditure.on.R.D....GDP -1.668440e-02
## Global.corporate.R.D.investors..top.3..mn.US. -3.207850e-02
## QS.university.ranking..top.3 -3.863315e-02
## ICT.access 5.604569e-02
## ICT.use 4.845421e-02
## Government.s.online.service -2.965731e-02
## E.participation -4.247391e-02
## Electricity.output..GWh.mn.pop. 1.364008e-02
## Logistics.performance -5.145327e-03
## Gross.capital.formation....GDP 2.936304e-02
## GDP.unit.of.energy.use 8.077295e-03
## Environmental.performance -8.603484e-03
## ISO.14001.environmental.certificates.bn.PPP..GDP 1.116319e-02
## Finance.for.startups.and.scaleups 1.123349e-02
## Domestic.credit.to.private.sector....GDP -2.169353e-03
## Loans.from.microfinance.institutions....GDP 3.043510e-03
## Market.capitalization....GDP 9.452497e-02
## Venture.capital.investors..deals.bn.PPP..GDP 2.271311e-02
## Venture.capital.recipients..deals.bn.PPP..GDP. -4.601790e-02
## Venture.capital.received..value....GDP. 2.944834e-02
## Applied.tariff.rate..weighted.avg.... -1.169768e-01
## Domestic.industry.diversification -2.074094e-02
## Domestic.market.scale..bn.PPP. -4.913119e-02
## Knowledge.intensive.employment... 4.783522e-02
## Firms.offering.formal.training... 5.417469e-02
## GERD.performed.by.business....GDP -2.237997e-02
## GERD.financed.by.business... 3.708993e-02
## Females.employed.w.advanced.degrees... -1.275614e-02
## University.industry.R.D.collaboration. 3.543645e-04
## State.of.cluster.development.and.depth. 1.464622e-02
## GERD.financed.by.abroad....GDP 2.068175e-02
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -3.156785e-02
## Patent.families.bn.PPP..GDP -1.897113e-02
## Intellectual.property.payments....total.trade 7.824809e-02
## High.tech.imports....total.trade 1.636204e-03
## ICT.services.imports....total.trade 2.620635e-02
## FDI.net.inflows....GDP -5.780274e-02
## Research.talent....in.businesses 6.036399e-02
## Patents.by.origin.bn.PPP..GDP 3.676195e-02
## PCT.patents.by.origin.bn.PPP..GDP -3.751681e-02
## Utility.models.by.origin.bn.PPP..GDP -3.438269e-02
## Scientific.and.technical.articles.bn.PPP..GDP -2.617892e-02
## Citable.documents.H.index -5.722993e-02
## Labor.productivity.growth... 6.018344e-02
## New.businesses.th.pop..15.64 -5.067267e-03
## Software.spending....GDP 8.103403e-02
## ISO.9001.quality.certificates.bn.PPP..GDP -3.044643e-02
## High.tech.manufacturing... 3.466042e-02
## Intellectual.property.receipts....total.trade -3.436844e-02
## Production.and.export.complexity -3.504904e-02
## High.tech.exports....total.trade -1.063377e-02
## ICT.services.exports....total.trade 6.455507e-03
## Intangible.asset.intensity..top.15.... 2.764850e-02
## Trademarks.by.origin.bn.PPP..GDP. -1.416893e-02
## Global.brand.value..top.5.000....GDP 6.046487e-03
## Industrial.designs.by.origin.bn.PPP..GDP. 1.467517e-02
## Cultural.and.creative.services.exports....total.trade 5.326472e-02
## National.feature.films.mn.pop..15.69 2.597243e-02
## Entertainment.and.media.market.th.pop..15.69 -6.873235e-02
## Printing.and.other.media....manufacturing -3.453729e-02
## Creative.goods.exports....total.trade 1.509338e-02
## Generic.top.level.domains..TLDs..th.pop..15.69 -4.078222e-02
## Country.code.TLDs.th.pop..15.69 -1.956820e-02
## GitHub.commits.mn.pop..15.69 4.789993e-02
## Mobile.app.creation.bn.PPP..GDP -7.413721e-02
## Dim.52
## Political.and.operational.stability -0.0079266964
## Government.effectiveness 0.0096531140
## Regulatory.quality 0.0196796216
## Rule.of.law 0.0075279634
## Cost.of.redudancy.dismissal -0.0093461588
## Policies.for.doing.business 0.0297469263
## Entrepreneurship.policies.and.culture. -0.0082289911
## Expenditure.on.education....GDP -0.0165073821
## Government.funding.pupil..secondary....GDP.cap 0.0490544963
## School.life.expectancy..years 0.0051617372
## PISA.scales.in.reading..maths.and.science -0.0071877982
## Pupil.teacher.ratio..secondary 0.0140546969
## Tertiary.enrolment....gross 0.0251596538
## Graduates.in.science.and.engineering... -0.0352055448
## Tertiary.inbound.mobility... 0.0449151641
## Researchers..FTE.mn.pop. -0.0187101686
## Gross.expenditure.on.R.D....GDP 0.0055099597
## Global.corporate.R.D.investors..top.3..mn.US. -0.0248815334
## QS.university.ranking..top.3 0.0526001252
## ICT.access 0.0113041943
## ICT.use 0.0098198791
## Government.s.online.service 0.0370415714
## E.participation 0.0342828582
## Electricity.output..GWh.mn.pop. -0.0178847712
## Logistics.performance 0.0242640809
## Gross.capital.formation....GDP -0.0495864418
## GDP.unit.of.energy.use -0.0670671832
## Environmental.performance -0.0102281681
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0109535105
## Finance.for.startups.and.scaleups -0.0063144097
## Domestic.credit.to.private.sector....GDP 0.0320767880
## Loans.from.microfinance.institutions....GDP 0.0180231656
## Market.capitalization....GDP 0.0959925712
## Venture.capital.investors..deals.bn.PPP..GDP 0.0220556166
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0003596956
## Venture.capital.received..value....GDP. -0.0106422806
## Applied.tariff.rate..weighted.avg.... 0.0016312591
## Domestic.industry.diversification 0.0034583247
## Domestic.market.scale..bn.PPP. -0.0582051158
## Knowledge.intensive.employment... -0.0129340953
## Firms.offering.formal.training... 0.1938793442
## GERD.performed.by.business....GDP 0.0100772670
## GERD.financed.by.business... -0.0707585323
## Females.employed.w.advanced.degrees... -0.0154393291
## University.industry.R.D.collaboration. -0.0026681285
## State.of.cluster.development.and.depth. 0.0024829128
## GERD.financed.by.abroad....GDP 0.0039290497
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.0170439215
## Patent.families.bn.PPP..GDP -0.0102299659
## Intellectual.property.payments....total.trade -0.0290696284
## High.tech.imports....total.trade 0.0433472768
## ICT.services.imports....total.trade -0.0697351960
## FDI.net.inflows....GDP -0.0073144467
## Research.talent....in.businesses -0.0880919937
## Patents.by.origin.bn.PPP..GDP 0.0264983187
## PCT.patents.by.origin.bn.PPP..GDP -0.0193498851
## Utility.models.by.origin.bn.PPP..GDP -0.0321413666
## Scientific.and.technical.articles.bn.PPP..GDP 0.0377810653
## Citable.documents.H.index 0.0513685345
## Labor.productivity.growth... 0.0079796230
## New.businesses.th.pop..15.64 -0.0443454237
## Software.spending....GDP 0.0052564714
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0376337113
## High.tech.manufacturing... 0.0070232366
## Intellectual.property.receipts....total.trade -0.0469474545
## Production.and.export.complexity 0.0241134963
## High.tech.exports....total.trade -0.0314680380
## ICT.services.exports....total.trade -0.0675611316
## Intangible.asset.intensity..top.15.... -0.0631317200
## Trademarks.by.origin.bn.PPP..GDP. -0.0129766321
## Global.brand.value..top.5.000....GDP 0.0170953536
## Industrial.designs.by.origin.bn.PPP..GDP. 0.0009970242
## Cultural.and.creative.services.exports....total.trade 0.0670720363
## National.feature.films.mn.pop..15.69 -0.0446811291
## Entertainment.and.media.market.th.pop..15.69 0.0519824748
## Printing.and.other.media....manufacturing -0.0289259444
## Creative.goods.exports....total.trade -0.0346050315
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.0084524999
## Country.code.TLDs.th.pop..15.69 0.0017754711
## GitHub.commits.mn.pop..15.69 0.0193142751
## Mobile.app.creation.bn.PPP..GDP -0.0040662936
## Dim.53
## Political.and.operational.stability 0.0424538014
## Government.effectiveness 0.0185257073
## Regulatory.quality 0.0127422805
## Rule.of.law 0.0158764415
## Cost.of.redudancy.dismissal 0.0163531077
## Policies.for.doing.business -0.0162460335
## Entrepreneurship.policies.and.culture. -0.0304320305
## Expenditure.on.education....GDP -0.0472174420
## Government.funding.pupil..secondary....GDP.cap 0.0457558045
## School.life.expectancy..years 0.0163888556
## PISA.scales.in.reading..maths.and.science 0.0238573473
## Pupil.teacher.ratio..secondary 0.0222176365
## Tertiary.enrolment....gross -0.0004786749
## Graduates.in.science.and.engineering... 0.0458610141
## Tertiary.inbound.mobility... -0.0933088682
## Researchers..FTE.mn.pop. 0.0543150865
## Gross.expenditure.on.R.D....GDP 0.0286071932
## Global.corporate.R.D.investors..top.3..mn.US. -0.0137309760
## QS.university.ranking..top.3 0.0181022026
## ICT.access -0.0288136366
## ICT.use -0.0198065232
## Government.s.online.service 0.0328238538
## E.participation 0.0229423430
## Electricity.output..GWh.mn.pop. -0.0100516948
## Logistics.performance 0.0123040234
## Gross.capital.formation....GDP -0.0826974524
## GDP.unit.of.energy.use 0.0094900637
## Environmental.performance -0.0624354446
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0219263260
## Finance.for.startups.and.scaleups -0.0371248799
## Domestic.credit.to.private.sector....GDP 0.0733490624
## Loans.from.microfinance.institutions....GDP 0.0014522655
## Market.capitalization....GDP -0.0410196716
## Venture.capital.investors..deals.bn.PPP..GDP -0.0021887035
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0097125792
## Venture.capital.received..value....GDP. 0.0340823706
## Applied.tariff.rate..weighted.avg.... -0.0169754487
## Domestic.industry.diversification 0.0583705737
## Domestic.market.scale..bn.PPP. 0.0217813416
## Knowledge.intensive.employment... -0.0332516697
## Firms.offering.formal.training... 0.0493590343
## GERD.performed.by.business....GDP 0.0181395895
## GERD.financed.by.business... 0.0221381932
## Females.employed.w.advanced.degrees... -0.0019016722
## University.industry.R.D.collaboration. -0.0179065696
## State.of.cluster.development.and.depth. -0.0374638851
## GERD.financed.by.abroad....GDP -0.0565225927
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.0221207484
## Patent.families.bn.PPP..GDP 0.0026534796
## Intellectual.property.payments....total.trade -0.0572478133
## High.tech.imports....total.trade 0.0315548965
## ICT.services.imports....total.trade 0.1347133129
## FDI.net.inflows....GDP 0.0321616589
## Research.talent....in.businesses 0.0105289554
## Patents.by.origin.bn.PPP..GDP -0.0026464110
## PCT.patents.by.origin.bn.PPP..GDP -0.0060792860
## Utility.models.by.origin.bn.PPP..GDP -0.0410956805
## Scientific.and.technical.articles.bn.PPP..GDP -0.0019265990
## Citable.documents.H.index -0.0083925155
## Labor.productivity.growth... 0.0080961758
## New.businesses.th.pop..15.64 -0.0368175700
## Software.spending....GDP 0.0123093927
## ISO.9001.quality.certificates.bn.PPP..GDP -0.0561512021
## High.tech.manufacturing... -0.0191579330
## Intellectual.property.receipts....total.trade -0.0337584938
## Production.and.export.complexity -0.0351321555
## High.tech.exports....total.trade -0.0303664742
## ICT.services.exports....total.trade -0.0203793757
## Intangible.asset.intensity..top.15.... 0.0122710048
## Trademarks.by.origin.bn.PPP..GDP. 0.0045871064
## Global.brand.value..top.5.000....GDP 0.0288370672
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0268158099
## Cultural.and.creative.services.exports....total.trade -0.0612114315
## National.feature.films.mn.pop..15.69 0.0574468447
## Entertainment.and.media.market.th.pop..15.69 0.0254590919
## Printing.and.other.media....manufacturing 0.0424195018
## Creative.goods.exports....total.trade -0.0510762052
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.0259311026
## Country.code.TLDs.th.pop..15.69 -0.0214877531
## GitHub.commits.mn.pop..15.69 -0.0130075515
## Mobile.app.creation.bn.PPP..GDP 0.0238392272
## Dim.54
## Political.and.operational.stability -0.0435449453
## Government.effectiveness -0.0384837610
## Regulatory.quality -0.0364359822
## Rule.of.law -0.0425770809
## Cost.of.redudancy.dismissal 0.0085822740
## Policies.for.doing.business -0.0103853026
## Entrepreneurship.policies.and.culture. -0.0506411089
## Expenditure.on.education....GDP -0.0360939684
## Government.funding.pupil..secondary....GDP.cap -0.0588350507
## School.life.expectancy..years 0.0136462518
## PISA.scales.in.reading..maths.and.science -0.0034031031
## Pupil.teacher.ratio..secondary 0.0236563970
## Tertiary.enrolment....gross 0.0150555146
## Graduates.in.science.and.engineering... 0.0662273235
## Tertiary.inbound.mobility... 0.0004482776
## Researchers..FTE.mn.pop. 0.0056665534
## Gross.expenditure.on.R.D....GDP -0.0401689483
## Global.corporate.R.D.investors..top.3..mn.US. 0.0153925940
## QS.university.ranking..top.3 -0.0098997326
## ICT.access 0.0027408231
## ICT.use -0.0060032898
## Government.s.online.service 0.0072132725
## E.participation 0.0147505315
## Electricity.output..GWh.mn.pop. 0.0190671005
## Logistics.performance 0.0090846774
## Gross.capital.formation....GDP -0.0037268785
## GDP.unit.of.energy.use -0.0261552775
## Environmental.performance -0.0245508800
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0289676042
## Finance.for.startups.and.scaleups -0.0432172199
## Domestic.credit.to.private.sector....GDP -0.0073667317
## Loans.from.microfinance.institutions....GDP -0.0175796746
## Market.capitalization....GDP -0.0152268815
## Venture.capital.investors..deals.bn.PPP..GDP -0.0051867381
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0392615797
## Venture.capital.received..value....GDP. 0.0509241936
## Applied.tariff.rate..weighted.avg.... 0.0892092573
## Domestic.industry.diversification 0.0038219900
## Domestic.market.scale..bn.PPP. 0.0233952671
## Knowledge.intensive.employment... -0.0417350839
## Firms.offering.formal.training... 0.0758326383
## GERD.performed.by.business....GDP -0.0272103082
## GERD.financed.by.business... 0.0496728398
## Females.employed.w.advanced.degrees... -0.0011012262
## University.industry.R.D.collaboration. 0.0119620779
## State.of.cluster.development.and.depth. 0.0467165687
## GERD.financed.by.abroad....GDP 0.0334524537
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0157161479
## Patent.families.bn.PPP..GDP 0.0275349246
## Intellectual.property.payments....total.trade 0.0114301496
## High.tech.imports....total.trade -0.0023674838
## ICT.services.imports....total.trade -0.0551086594
## FDI.net.inflows....GDP -0.0127151927
## Research.talent....in.businesses 0.0293070525
## Patents.by.origin.bn.PPP..GDP -0.0138143314
## PCT.patents.by.origin.bn.PPP..GDP 0.0327434970
## Utility.models.by.origin.bn.PPP..GDP -0.1015155376
## Scientific.and.technical.articles.bn.PPP..GDP 0.0310656718
## Citable.documents.H.index -0.0046385028
## Labor.productivity.growth... 0.0117369897
## New.businesses.th.pop..15.64 0.0666366194
## Software.spending....GDP 0.0177773820
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0125982201
## High.tech.manufacturing... -0.0073534512
## Intellectual.property.receipts....total.trade 0.0133844687
## Production.and.export.complexity -0.0191635814
## High.tech.exports....total.trade 0.0070612253
## ICT.services.exports....total.trade -0.0362167085
## Intangible.asset.intensity..top.15.... 0.0625808694
## Trademarks.by.origin.bn.PPP..GDP. 0.0355352575
## Global.brand.value..top.5.000....GDP -0.0512514154
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0291391471
## Cultural.and.creative.services.exports....total.trade -0.0605006646
## National.feature.films.mn.pop..15.69 0.0209996533
## Entertainment.and.media.market.th.pop..15.69 -0.0193836020
## Printing.and.other.media....manufacturing -0.1149038989
## Creative.goods.exports....total.trade -0.0244751395
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0213427591
## Country.code.TLDs.th.pop..15.69 -0.0013327574
## GitHub.commits.mn.pop..15.69 -0.0109279581
## Mobile.app.creation.bn.PPP..GDP -0.0048141080
## Dim.55
## Political.and.operational.stability 0.0561403160
## Government.effectiveness 0.0233927101
## Regulatory.quality 0.0389350610
## Rule.of.law 0.0390150908
## Cost.of.redudancy.dismissal -0.0390748786
## Policies.for.doing.business -0.0156506110
## Entrepreneurship.policies.and.culture. -0.0586011795
## Expenditure.on.education....GDP -0.0801900711
## Government.funding.pupil..secondary....GDP.cap -0.0406939440
## School.life.expectancy..years 0.0395413791
## PISA.scales.in.reading..maths.and.science -0.0273023006
## Pupil.teacher.ratio..secondary 0.0348365628
## Tertiary.enrolment....gross -0.0116537379
## Graduates.in.science.and.engineering... 0.0081952017
## Tertiary.inbound.mobility... 0.0167008773
## Researchers..FTE.mn.pop. -0.0078906112
## Gross.expenditure.on.R.D....GDP -0.0196670556
## Global.corporate.R.D.investors..top.3..mn.US. -0.0176641223
## QS.university.ranking..top.3 0.0222948236
## ICT.access -0.0346285916
## ICT.use -0.0261659707
## Government.s.online.service 0.0220434084
## E.participation 0.0199548922
## Electricity.output..GWh.mn.pop. 0.0089719921
## Logistics.performance 0.0268280059
## Gross.capital.formation....GDP 0.0256357313
## GDP.unit.of.energy.use 0.0169733472
## Environmental.performance -0.0160817571
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0389227626
## Finance.for.startups.and.scaleups -0.0370001867
## Domestic.credit.to.private.sector....GDP -0.0404128350
## Loans.from.microfinance.institutions....GDP -0.0088300615
## Market.capitalization....GDP 0.0453148905
## Venture.capital.investors..deals.bn.PPP..GDP 0.0275415491
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0639181015
## Venture.capital.received..value....GDP. 0.0378710000
## Applied.tariff.rate..weighted.avg.... 0.0096900546
## Domestic.industry.diversification -0.0443702691
## Domestic.market.scale..bn.PPP. 0.0413168945
## Knowledge.intensive.employment... -0.0194901925
## Firms.offering.formal.training... -0.0632240318
## GERD.performed.by.business....GDP -0.0227040745
## GERD.financed.by.business... -0.0690654945
## Females.employed.w.advanced.degrees... -0.0470822811
## University.industry.R.D.collaboration. -0.0274981924
## State.of.cluster.development.and.depth. -0.0304332543
## GERD.financed.by.abroad....GDP 0.0238341276
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.0315739198
## Patent.families.bn.PPP..GDP -0.0022996312
## Intellectual.property.payments....total.trade 0.0227008061
## High.tech.imports....total.trade 0.0455986299
## ICT.services.imports....total.trade 0.0710205657
## FDI.net.inflows....GDP -0.0481478737
## Research.talent....in.businesses -0.0214402724
## Patents.by.origin.bn.PPP..GDP -0.0226262299
## PCT.patents.by.origin.bn.PPP..GDP -0.0130640594
## Utility.models.by.origin.bn.PPP..GDP 0.0290994274
## Scientific.and.technical.articles.bn.PPP..GDP 0.0031094486
## Citable.documents.H.index 0.0142709049
## Labor.productivity.growth... -0.0293408408
## New.businesses.th.pop..15.64 0.0001799594
## Software.spending....GDP 0.0134860958
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0130068005
## High.tech.manufacturing... 0.0390966266
## Intellectual.property.receipts....total.trade -0.0338986193
## Production.and.export.complexity 0.0319416518
## High.tech.exports....total.trade 0.0174495985
## ICT.services.exports....total.trade 0.0621770390
## Intangible.asset.intensity..top.15.... -0.0346141699
## Trademarks.by.origin.bn.PPP..GDP. 0.0637210474
## Global.brand.value..top.5.000....GDP -0.0168196785
## Industrial.designs.by.origin.bn.PPP..GDP. 0.0275001818
## Cultural.and.creative.services.exports....total.trade 0.0404127190
## National.feature.films.mn.pop..15.69 0.0286602303
## Entertainment.and.media.market.th.pop..15.69 0.0031256991
## Printing.and.other.media....manufacturing -0.0602978205
## Creative.goods.exports....total.trade -0.0301497662
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.0371287459
## Country.code.TLDs.th.pop..15.69 0.0228257816
## GitHub.commits.mn.pop..15.69 -0.0065217363
## Mobile.app.creation.bn.PPP..GDP -0.0702943887
## Dim.56
## Political.and.operational.stability -0.0373350062
## Government.effectiveness -0.0270004470
## Regulatory.quality 0.0005488610
## Rule.of.law -0.0246989835
## Cost.of.redudancy.dismissal 0.0043622550
## Policies.for.doing.business -0.0116591600
## Entrepreneurship.policies.and.culture. 0.0578366046
## Expenditure.on.education....GDP -0.0074348087
## Government.funding.pupil..secondary....GDP.cap 0.0568034332
## School.life.expectancy..years -0.0070174963
## PISA.scales.in.reading..maths.and.science 0.0077136579
## Pupil.teacher.ratio..secondary 0.0579825670
## Tertiary.enrolment....gross 0.0077677582
## Graduates.in.science.and.engineering... 0.0050141044
## Tertiary.inbound.mobility... -0.0560958196
## Researchers..FTE.mn.pop. -0.0100126523
## Gross.expenditure.on.R.D....GDP -0.0005209116
## Global.corporate.R.D.investors..top.3..mn.US. -0.0035129606
## QS.university.ranking..top.3 0.0163416006
## ICT.access -0.0855313284
## ICT.use -0.0591568163
## Government.s.online.service -0.0336216000
## E.participation -0.0190141235
## Electricity.output..GWh.mn.pop. 0.0216139649
## Logistics.performance -0.0082174795
## Gross.capital.formation....GDP 0.0411618710
## GDP.unit.of.energy.use -0.0109999316
## Environmental.performance -0.0127309560
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0088912608
## Finance.for.startups.and.scaleups 0.0622560942
## Domestic.credit.to.private.sector....GDP -0.0123219249
## Loans.from.microfinance.institutions....GDP -0.0245778864
## Market.capitalization....GDP 0.0229817514
## Venture.capital.investors..deals.bn.PPP..GDP 0.0112268068
## Venture.capital.recipients..deals.bn.PPP..GDP. -0.0244068414
## Venture.capital.received..value....GDP. -0.0364474373
## Applied.tariff.rate..weighted.avg.... 0.1236529172
## Domestic.industry.diversification -0.0096634409
## Domestic.market.scale..bn.PPP. -0.0067337773
## Knowledge.intensive.employment... 0.0033551857
## Firms.offering.formal.training... -0.0231547912
## GERD.performed.by.business....GDP 0.0029143242
## GERD.financed.by.business... -0.0059115439
## Females.employed.w.advanced.degrees... 0.0111838028
## University.industry.R.D.collaboration. -0.0030283068
## State.of.cluster.development.and.depth. -0.0002851989
## GERD.financed.by.abroad....GDP 0.0020181673
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0077737349
## Patent.families.bn.PPP..GDP 0.0109282681
## Intellectual.property.payments....total.trade 0.0621312660
## High.tech.imports....total.trade 0.0348446165
## ICT.services.imports....total.trade 0.0406431645
## FDI.net.inflows....GDP 0.0239229696
## Research.talent....in.businesses -0.0055075723
## Patents.by.origin.bn.PPP..GDP 0.0115654204
## PCT.patents.by.origin.bn.PPP..GDP 0.0004753215
## Utility.models.by.origin.bn.PPP..GDP 0.0194984852
## Scientific.and.technical.articles.bn.PPP..GDP -0.0280049243
## Citable.documents.H.index 0.0262796328
## Labor.productivity.growth... 0.0745359733
## New.businesses.th.pop..15.64 -0.0092549885
## Software.spending....GDP 0.0259442000
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0172389853
## High.tech.manufacturing... -0.0273440901
## Intellectual.property.receipts....total.trade -0.0287013043
## Production.and.export.complexity -0.0173105407
## High.tech.exports....total.trade -0.0243230115
## ICT.services.exports....total.trade -0.0348659754
## Intangible.asset.intensity..top.15.... -0.0229747948
## Trademarks.by.origin.bn.PPP..GDP. 0.0378241349
## Global.brand.value..top.5.000....GDP -0.0156059413
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0726720221
## Cultural.and.creative.services.exports....total.trade 0.0020120620
## National.feature.films.mn.pop..15.69 -0.0186050820
## Entertainment.and.media.market.th.pop..15.69 0.0018275350
## Printing.and.other.media....manufacturing 0.0335051911
## Creative.goods.exports....total.trade -0.0348626181
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0401773238
## Country.code.TLDs.th.pop..15.69 0.0489961222
## GitHub.commits.mn.pop..15.69 0.0770275556
## Mobile.app.creation.bn.PPP..GDP -0.0555275516
## Dim.57
## Political.and.operational.stability 0.0382035275
## Government.effectiveness 0.0460937807
## Regulatory.quality 0.0449104413
## Rule.of.law 0.0455087186
## Cost.of.redudancy.dismissal 0.0124997365
## Policies.for.doing.business 0.0290924817
## Entrepreneurship.policies.and.culture. 0.0297777864
## Expenditure.on.education....GDP 0.0165125602
## Government.funding.pupil..secondary....GDP.cap 0.0208017948
## School.life.expectancy..years 0.0348046508
## PISA.scales.in.reading..maths.and.science 0.0450813176
## Pupil.teacher.ratio..secondary 0.0216217617
## Tertiary.enrolment....gross 0.0362959898
## Graduates.in.science.and.engineering... 0.0182905681
## Tertiary.inbound.mobility... 0.0290370876
## Researchers..FTE.mn.pop. 0.0443180507
## Gross.expenditure.on.R.D....GDP 0.0430932933
## Global.corporate.R.D.investors..top.3..mn.US. 0.0415513297
## QS.university.ranking..top.3 0.0405445892
## ICT.access 0.0367523417
## ICT.use 0.0427523869
## Government.s.online.service 0.0374950520
## E.participation 0.0363443944
## Electricity.output..GWh.mn.pop. 0.0320263268
## Logistics.performance 0.0459726859
## Gross.capital.formation....GDP -0.0014645801
## GDP.unit.of.energy.use 0.0148517957
## Environmental.performance 0.0372110168
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0198078671
## Finance.for.startups.and.scaleups 0.0312825662
## Domestic.credit.to.private.sector....GDP 0.0354130435
## Loans.from.microfinance.institutions....GDP -0.0164093381
## Market.capitalization....GDP 0.0244243844
## Venture.capital.investors..deals.bn.PPP..GDP 0.0339300596
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0339016337
## Venture.capital.received..value....GDP. 0.0287769323
## Applied.tariff.rate..weighted.avg.... 0.0305048831
## Domestic.industry.diversification 0.0287797229
## Domestic.market.scale..bn.PPP. 0.0217359328
## Knowledge.intensive.employment... 0.0411318597
## Firms.offering.formal.training... 0.0010805448
## GERD.performed.by.business....GDP 0.0407601639
## GERD.financed.by.business... 0.0411180045
## Females.employed.w.advanced.degrees... 0.0394924322
## University.industry.R.D.collaboration. 0.0373625864
## State.of.cluster.development.and.depth. 0.0332741681
## GERD.financed.by.abroad....GDP 0.0298585629
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0349379041
## Patent.families.bn.PPP..GDP 0.0431514622
## Intellectual.property.payments....total.trade 0.0311076219
## High.tech.imports....total.trade 0.0145090088
## ICT.services.imports....total.trade 0.0276410278
## FDI.net.inflows....GDP 0.0007892756
## Research.talent....in.businesses 0.0423386497
## Patents.by.origin.bn.PPP..GDP 0.0370077821
## PCT.patents.by.origin.bn.PPP..GDP 0.0423903119
## Utility.models.by.origin.bn.PPP..GDP 0.0072662690
## Scientific.and.technical.articles.bn.PPP..GDP 0.0364338141
## Citable.documents.H.index 0.0401624181
## Labor.productivity.growth... 0.0122857071
## New.businesses.th.pop..15.64 0.0249196253
## Software.spending....GDP 0.0377184781
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0186207920
## High.tech.manufacturing... 0.0392172314
## Intellectual.property.receipts....total.trade 0.0401574592
## Production.and.export.complexity 0.0370118395
## High.tech.exports....total.trade 0.0359115563
## ICT.services.exports....total.trade 0.0157883086
## Intangible.asset.intensity..top.15.... 0.0365728024
## Trademarks.by.origin.bn.PPP..GDP. 0.0182398266
## Global.brand.value..top.5.000....GDP 0.0372170320
## Industrial.designs.by.origin.bn.PPP..GDP. 0.0209288484
## Cultural.and.creative.services.exports....total.trade 0.0280712890
## National.feature.films.mn.pop..15.69 0.0363136732
## Entertainment.and.media.market.th.pop..15.69 0.0407045894
## Printing.and.other.media....manufacturing 0.0132446065
## Creative.goods.exports....total.trade 0.0189498849
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0385762407
## Country.code.TLDs.th.pop..15.69 0.0354486105
## GitHub.commits.mn.pop..15.69 0.0401832408
## Mobile.app.creation.bn.PPP..GDP 0.0274158820
## Dim.58
## Political.and.operational.stability 0.0265102947
## Government.effectiveness 0.0180943041
## Regulatory.quality 0.0267652380
## Rule.of.law 0.0264223933
## Cost.of.redudancy.dismissal 0.0384848083
## Policies.for.doing.business 0.0191897598
## Entrepreneurship.policies.and.culture. -0.0366961800
## Expenditure.on.education....GDP 0.0240695756
## Government.funding.pupil..secondary....GDP.cap 0.0120038566
## School.life.expectancy..years 0.0100143846
## PISA.scales.in.reading..maths.and.science -0.0090579090
## Pupil.teacher.ratio..secondary 0.0009245982
## Tertiary.enrolment....gross -0.0086891912
## Graduates.in.science.and.engineering... -0.0248000141
## Tertiary.inbound.mobility... 0.0399998558
## Researchers..FTE.mn.pop. 0.0111720875
## Gross.expenditure.on.R.D....GDP -0.0045453376
## Global.corporate.R.D.investors..top.3..mn.US. -0.0185433443
## QS.university.ranking..top.3 -0.0420828222
## ICT.access -0.0109679167
## ICT.use -0.0062087490
## Government.s.online.service -0.0236619201
## E.participation -0.0263103366
## Electricity.output..GWh.mn.pop. 0.0061154397
## Logistics.performance -0.0176484194
## Gross.capital.formation....GDP -0.0161687836
## GDP.unit.of.energy.use 0.0155313461
## Environmental.performance 0.0368808185
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0071933841
## Finance.for.startups.and.scaleups -0.0462931405
## Domestic.credit.to.private.sector....GDP -0.0180563746
## Loans.from.microfinance.institutions....GDP 0.0166341396
## Market.capitalization....GDP -0.0282762010
## Venture.capital.investors..deals.bn.PPP..GDP 0.0560943842
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0348089737
## Venture.capital.received..value....GDP. 0.0165187272
## Applied.tariff.rate..weighted.avg.... -0.0029634027
## Domestic.industry.diversification -0.0477869455
## Domestic.market.scale..bn.PPP. -0.0790872437
## Knowledge.intensive.employment... 0.0258781727
## Firms.offering.formal.training... 0.0095917037
## GERD.performed.by.business....GDP -0.0101591775
## GERD.financed.by.business... -0.0317130620
## Females.employed.w.advanced.degrees... 0.0211089835
## University.industry.R.D.collaboration. -0.0065176262
## State.of.cluster.development.and.depth. -0.0244026551
## GERD.financed.by.abroad....GDP 0.0317527823
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0564754075
## Patent.families.bn.PPP..GDP 0.0181094586
## Intellectual.property.payments....total.trade 0.0083598071
## High.tech.imports....total.trade -0.0684462491
## ICT.services.imports....total.trade 0.0542813929
## FDI.net.inflows....GDP 0.0314285685
## Research.talent....in.businesses -0.0294591399
## Patents.by.origin.bn.PPP..GDP -0.0145590037
## PCT.patents.by.origin.bn.PPP..GDP 0.0223154059
## Utility.models.by.origin.bn.PPP..GDP -0.0589618021
## Scientific.and.technical.articles.bn.PPP..GDP 0.0339514813
## Citable.documents.H.index -0.0308629884
## Labor.productivity.growth... -0.0310934540
## New.businesses.th.pop..15.64 0.0587288527
## Software.spending....GDP -0.0190724740
## ISO.9001.quality.certificates.bn.PPP..GDP -0.0034754465
## High.tech.manufacturing... -0.0508768866
## Intellectual.property.receipts....total.trade 0.0265389313
## Production.and.export.complexity -0.0521789394
## High.tech.exports....total.trade -0.0563839548
## ICT.services.exports....total.trade 0.0214022647
## Intangible.asset.intensity..top.15.... -0.0308073303
## Trademarks.by.origin.bn.PPP..GDP. -0.0165825527
## Global.brand.value..top.5.000....GDP -0.0255169234
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0294872004
## Cultural.and.creative.services.exports....total.trade 0.0395513226
## National.feature.films.mn.pop..15.69 0.0217308483
## Entertainment.and.media.market.th.pop..15.69 -0.0005490681
## Printing.and.other.media....manufacturing 0.0194544704
## Creative.goods.exports....total.trade -0.0677322056
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0447135657
## Country.code.TLDs.th.pop..15.69 0.0400256587
## GitHub.commits.mn.pop..15.69 0.0436218115
## Mobile.app.creation.bn.PPP..GDP 0.0160490757
## Dim.59
## Political.and.operational.stability -0.0188198697
## Government.effectiveness 0.0010142842
## Regulatory.quality -0.0112348289
## Rule.of.law 0.0011421551
## Cost.of.redudancy.dismissal -0.0082930628
## Policies.for.doing.business 0.0398122027
## Entrepreneurship.policies.and.culture. 0.0089441283
## Expenditure.on.education....GDP 0.0055415663
## Government.funding.pupil..secondary....GDP.cap -0.0234570036
## School.life.expectancy..years -0.0334716189
## PISA.scales.in.reading..maths.and.science -0.0237444316
## Pupil.teacher.ratio..secondary -0.0429792649
## Tertiary.enrolment....gross -0.0456681632
## Graduates.in.science.and.engineering... -0.0299516073
## Tertiary.inbound.mobility... 0.0084327176
## Researchers..FTE.mn.pop. 0.0047386168
## Gross.expenditure.on.R.D....GDP 0.0225729044
## Global.corporate.R.D.investors..top.3..mn.US. 0.0432904359
## QS.university.ranking..top.3 0.0417673763
## ICT.access -0.0429947817
## ICT.use -0.0344804987
## Government.s.online.service -0.0321079936
## E.participation -0.0351542095
## Electricity.output..GWh.mn.pop. 0.0148782594
## Logistics.performance 0.0091847304
## Gross.capital.formation....GDP 0.0146945827
## GDP.unit.of.energy.use 0.0027515544
## Environmental.performance -0.0336968230
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0837252768
## Finance.for.startups.and.scaleups -0.0103326645
## Domestic.credit.to.private.sector....GDP 0.0233655847
## Loans.from.microfinance.institutions....GDP -0.0005721314
## Market.capitalization....GDP 0.0489133022
## Venture.capital.investors..deals.bn.PPP..GDP 0.0259449263
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0295916312
## Venture.capital.received..value....GDP. 0.0285895972
## Applied.tariff.rate..weighted.avg.... -0.0474719752
## Domestic.industry.diversification -0.0381670118
## Domestic.market.scale..bn.PPP. 0.0380245062
## Knowledge.intensive.employment... -0.0264922196
## Firms.offering.formal.training... -0.0332533459
## GERD.performed.by.business....GDP 0.0252478034
## GERD.financed.by.business... -0.0143563929
## Females.employed.w.advanced.degrees... -0.0409721632
## University.industry.R.D.collaboration. 0.0311980135
## State.of.cluster.development.and.depth. 0.0338326651
## GERD.financed.by.abroad....GDP -0.0275013567
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0274158659
## Patent.families.bn.PPP..GDP 0.0392918914
## Intellectual.property.payments....total.trade 0.0164237124
## High.tech.imports....total.trade 0.0076436511
## ICT.services.imports....total.trade -0.0071069983
## FDI.net.inflows....GDP -0.0384688927
## Research.talent....in.businesses 0.0022376233
## Patents.by.origin.bn.PPP..GDP 0.0326242103
## PCT.patents.by.origin.bn.PPP..GDP 0.0360842253
## Utility.models.by.origin.bn.PPP..GDP -0.0349869445
## Scientific.and.technical.articles.bn.PPP..GDP -0.0168816292
## Citable.documents.H.index 0.0382229936
## Labor.productivity.growth... -0.0274934288
## New.businesses.th.pop..15.64 -0.0124609021
## Software.spending....GDP 0.0166282636
## ISO.9001.quality.certificates.bn.PPP..GDP -0.0881363407
## High.tech.manufacturing... -0.0072546778
## Intellectual.property.receipts....total.trade 0.0322403295
## Production.and.export.complexity -0.0258586883
## High.tech.exports....total.trade -0.0215740989
## ICT.services.exports....total.trade -0.0324552611
## Intangible.asset.intensity..top.15.... 0.0125311972
## Trademarks.by.origin.bn.PPP..GDP. -0.0227172722
## Global.brand.value..top.5.000....GDP 0.0567950068
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0072966881
## Cultural.and.creative.services.exports....total.trade -0.0109551506
## National.feature.films.mn.pop..15.69 -0.0248976134
## Entertainment.and.media.market.th.pop..15.69 0.0430859002
## Printing.and.other.media....manufacturing -0.0409118030
## Creative.goods.exports....total.trade -0.0155713930
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0313661440
## Country.code.TLDs.th.pop..15.69 -0.0051458988
## GitHub.commits.mn.pop..15.69 0.0183706291
## Mobile.app.creation.bn.PPP..GDP -0.0293491575
## Dim.60
## Political.and.operational.stability 0.0359810910
## Government.effectiveness 0.0317359723
## Regulatory.quality 0.0332938437
## Rule.of.law 0.0232790257
## Cost.of.redudancy.dismissal -0.0151320587
## Policies.for.doing.business 0.0618274347
## Entrepreneurship.policies.and.culture. 0.0235381047
## Expenditure.on.education....GDP -0.0180627729
## Government.funding.pupil..secondary....GDP.cap -0.0089086628
## School.life.expectancy..years 0.0081615134
## PISA.scales.in.reading..maths.and.science -0.0048799145
## Pupil.teacher.ratio..secondary 0.0333298911
## Tertiary.enrolment....gross 0.0045010920
## Graduates.in.science.and.engineering... 0.0050743302
## Tertiary.inbound.mobility... 0.0349033118
## Researchers..FTE.mn.pop. -0.0309798558
## Gross.expenditure.on.R.D....GDP -0.0481661881
## Global.corporate.R.D.investors..top.3..mn.US. -0.0383489571
## QS.university.ranking..top.3 0.0013730759
## ICT.access 0.0468529298
## ICT.use 0.0290081566
## Government.s.online.service 0.0107480101
## E.participation 0.0075275732
## Electricity.output..GWh.mn.pop. 0.0249021210
## Logistics.performance 0.0075875010
## Gross.capital.formation....GDP -0.0057851168
## GDP.unit.of.energy.use 0.0309403650
## Environmental.performance -0.0315722237
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0164308230
## Finance.for.startups.and.scaleups 0.0045256587
## Domestic.credit.to.private.sector....GDP 0.0392005310
## Loans.from.microfinance.institutions....GDP -0.0046985111
## Market.capitalization....GDP 0.0587916201
## Venture.capital.investors..deals.bn.PPP..GDP 0.0261337428
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0042595642
## Venture.capital.received..value....GDP. 0.0320105096
## Applied.tariff.rate..weighted.avg.... 0.0367043240
## Domestic.industry.diversification 0.0079508645
## Domestic.market.scale..bn.PPP. -0.0122607512
## Knowledge.intensive.employment... -0.0056223933
## Firms.offering.formal.training... -0.0553409305
## GERD.performed.by.business....GDP -0.0550329920
## GERD.financed.by.business... -0.0075555594
## Females.employed.w.advanced.degrees... -0.0144886557
## University.industry.R.D.collaboration. 0.0325007244
## State.of.cluster.development.and.depth. 0.0468209462
## GERD.financed.by.abroad....GDP -0.0567890222
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0359982908
## Patent.families.bn.PPP..GDP -0.0372524175
## Intellectual.property.payments....total.trade -0.0003961706
## High.tech.imports....total.trade 0.0355866304
## ICT.services.imports....total.trade -0.0186682821
## FDI.net.inflows....GDP 0.0540646860
## Research.talent....in.businesses -0.0249341852
## Patents.by.origin.bn.PPP..GDP -0.0623237816
## PCT.patents.by.origin.bn.PPP..GDP -0.0376893251
## Utility.models.by.origin.bn.PPP..GDP -0.0270212507
## Scientific.and.technical.articles.bn.PPP..GDP -0.0373796864
## Citable.documents.H.index -0.0301338540
## Labor.productivity.growth... 0.0303655564
## New.businesses.th.pop..15.64 0.0483738262
## Software.spending....GDP -0.0077268598
## ISO.9001.quality.certificates.bn.PPP..GDP -0.0239734105
## High.tech.manufacturing... -0.0123771305
## Intellectual.property.receipts....total.trade -0.0244723431
## Production.and.export.complexity -0.0231666947
## High.tech.exports....total.trade 0.0016058597
## ICT.services.exports....total.trade -0.0180454251
## Intangible.asset.intensity..top.15.... 0.0113886463
## Trademarks.by.origin.bn.PPP..GDP. -0.0026018419
## Global.brand.value..top.5.000....GDP 0.0214033777
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0400976350
## Cultural.and.creative.services.exports....total.trade -0.0053926437
## National.feature.films.mn.pop..15.69 -0.0277293726
## Entertainment.and.media.market.th.pop..15.69 -0.0269052535
## Printing.and.other.media....manufacturing 0.0228856294
## Creative.goods.exports....total.trade 0.0318675856
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.0047900459
## Country.code.TLDs.th.pop..15.69 -0.0358848825
## GitHub.commits.mn.pop..15.69 -0.0052190373
## Mobile.app.creation.bn.PPP..GDP 0.0244326670
## Dim.61
## Political.and.operational.stability -0.0054415392
## Government.effectiveness -0.0107158856
## Regulatory.quality -0.0090412449
## Rule.of.law -0.0195774645
## Cost.of.redudancy.dismissal 0.0064275342
## Policies.for.doing.business -0.0231866318
## Entrepreneurship.policies.and.culture. -0.0216721384
## Expenditure.on.education....GDP -0.0485065763
## Government.funding.pupil..secondary....GDP.cap -0.0206120437
## School.life.expectancy..years -0.0429264851
## PISA.scales.in.reading..maths.and.science 0.0190631698
## Pupil.teacher.ratio..secondary -0.0185814027
## Tertiary.enrolment....gross -0.0267513323
## Graduates.in.science.and.engineering... -0.0331198022
## Tertiary.inbound.mobility... -0.0022363892
## Researchers..FTE.mn.pop. 0.0012059163
## Gross.expenditure.on.R.D....GDP -0.0053342348
## Global.corporate.R.D.investors..top.3..mn.US. 0.0010984621
## QS.university.ranking..top.3 -0.0012523970
## ICT.access -0.0323098481
## ICT.use -0.0292627662
## Government.s.online.service -0.0303651869
## E.participation -0.0317036273
## Electricity.output..GWh.mn.pop. -0.0680366061
## Logistics.performance -0.0086581563
## Gross.capital.formation....GDP 0.0219297204
## GDP.unit.of.energy.use 0.0501119706
## Environmental.performance -0.0253138750
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0205982853
## Finance.for.startups.and.scaleups -0.0278319021
## Domestic.credit.to.private.sector....GDP 0.0097984161
## Loans.from.microfinance.institutions....GDP 0.0238455817
## Market.capitalization....GDP -0.0007630074
## Venture.capital.investors..deals.bn.PPP..GDP 0.0411581898
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0271009847
## Venture.capital.received..value....GDP. 0.0371835118
## Applied.tariff.rate..weighted.avg.... -0.0039544060
## Domestic.industry.diversification -0.0076904076
## Domestic.market.scale..bn.PPP. 0.0012303018
## Knowledge.intensive.employment... -0.0006738941
## Firms.offering.formal.training... 0.0596528440
## GERD.performed.by.business....GDP 0.0065856048
## GERD.financed.by.business... 0.0248422158
## Females.employed.w.advanced.degrees... 0.0021272515
## University.industry.R.D.collaboration. -0.0085189191
## State.of.cluster.development.and.depth. -0.0177324878
## GERD.financed.by.abroad....GDP -0.0107346362
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0147991456
## Patent.families.bn.PPP..GDP 0.0165199007
## Intellectual.property.payments....total.trade 0.0341272764
## High.tech.imports....total.trade 0.0606040755
## ICT.services.imports....total.trade -0.0131946820
## FDI.net.inflows....GDP 0.0823873297
## Research.talent....in.businesses 0.0225149669
## Patents.by.origin.bn.PPP..GDP 0.0077813958
## PCT.patents.by.origin.bn.PPP..GDP 0.0164631666
## Utility.models.by.origin.bn.PPP..GDP 0.0288606807
## Scientific.and.technical.articles.bn.PPP..GDP -0.0287619945
## Citable.documents.H.index -0.0038176599
## Labor.productivity.growth... 0.0274057643
## New.businesses.th.pop..15.64 0.0208232973
## Software.spending....GDP -0.0328028782
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0113420011
## High.tech.manufacturing... 0.0105341816
## Intellectual.property.receipts....total.trade 0.0232386861
## Production.and.export.complexity -0.0042104240
## High.tech.exports....total.trade 0.0293047660
## ICT.services.exports....total.trade -0.0018041919
## Intangible.asset.intensity..top.15.... -0.0192532880
## Trademarks.by.origin.bn.PPP..GDP. 0.0362104335
## Global.brand.value..top.5.000....GDP 0.0156098690
## Industrial.designs.by.origin.bn.PPP..GDP. 0.0383406195
## Cultural.and.creative.services.exports....total.trade 0.0531224662
## National.feature.films.mn.pop..15.69 0.0164048050
## Entertainment.and.media.market.th.pop..15.69 -0.0061291507
## Printing.and.other.media....manufacturing 0.0136898141
## Creative.goods.exports....total.trade 0.0519163202
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0055997978
## Country.code.TLDs.th.pop..15.69 -0.0159292727
## GitHub.commits.mn.pop..15.69 0.0197620942
## Mobile.app.creation.bn.PPP..GDP 0.0542469401
## Dim.62
## Political.and.operational.stability 0.013293470
## Government.effectiveness 0.008333735
## Regulatory.quality 0.006287892
## Rule.of.law 0.009413076
## Cost.of.redudancy.dismissal 0.009458461
## Policies.for.doing.business 0.009662709
## Entrepreneurship.policies.and.culture. 0.003114676
## Expenditure.on.education....GDP -0.028986966
## Government.funding.pupil..secondary....GDP.cap -0.002463809
## School.life.expectancy..years -0.031523447
## PISA.scales.in.reading..maths.and.science 0.007511618
## Pupil.teacher.ratio..secondary 0.001730959
## Tertiary.enrolment....gross -0.037772640
## Graduates.in.science.and.engineering... 0.010959069
## Tertiary.inbound.mobility... 0.001577413
## Researchers..FTE.mn.pop. 0.016793306
## Gross.expenditure.on.R.D....GDP 0.026081556
## Global.corporate.R.D.investors..top.3..mn.US. -0.013053199
## QS.university.ranking..top.3 -0.003724677
## ICT.access -0.027125283
## ICT.use -0.022027008
## Government.s.online.service -0.026517765
## E.participation -0.027750755
## Electricity.output..GWh.mn.pop. 0.024195967
## Logistics.performance 0.008006637
## Gross.capital.formation....GDP -0.023756340
## GDP.unit.of.energy.use -0.027789538
## Environmental.performance -0.006962277
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.027155107
## Finance.for.startups.and.scaleups 0.008582355
## Domestic.credit.to.private.sector....GDP -0.017994193
## Loans.from.microfinance.institutions....GDP -0.010300932
## Market.capitalization....GDP -0.011563898
## Venture.capital.investors..deals.bn.PPP..GDP -0.002091206
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.027100829
## Venture.capital.received..value....GDP. 0.012740990
## Applied.tariff.rate..weighted.avg.... -0.006476379
## Domestic.industry.diversification -0.006353918
## Domestic.market.scale..bn.PPP. -0.039599496
## Knowledge.intensive.employment... 0.001562507
## Firms.offering.formal.training... -0.018264156
## GERD.performed.by.business....GDP 0.024246600
## GERD.financed.by.business... 0.009011161
## Females.employed.w.advanced.degrees... -0.008325755
## University.industry.R.D.collaboration. 0.025474754
## State.of.cluster.development.and.depth. 0.004779365
## GERD.financed.by.abroad....GDP 0.058855841
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.009465714
## Patent.families.bn.PPP..GDP -0.006560211
## Intellectual.property.payments....total.trade -0.031267057
## High.tech.imports....total.trade 0.045050989
## ICT.services.imports....total.trade 0.005815791
## FDI.net.inflows....GDP -0.024579826
## Research.talent....in.businesses 0.009159252
## Patents.by.origin.bn.PPP..GDP -0.026659505
## PCT.patents.by.origin.bn.PPP..GDP -0.010526229
## Utility.models.by.origin.bn.PPP..GDP -0.026217708
## Scientific.and.technical.articles.bn.PPP..GDP 0.001814720
## Citable.documents.H.index -0.016206547
## Labor.productivity.growth... 0.013834475
## New.businesses.th.pop..15.64 -0.045136440
## Software.spending....GDP -0.028086559
## ISO.9001.quality.certificates.bn.PPP..GDP 0.034632262
## High.tech.manufacturing... 0.020746689
## Intellectual.property.receipts....total.trade 0.002404827
## Production.and.export.complexity 0.027836069
## High.tech.exports....total.trade 0.046607105
## ICT.services.exports....total.trade 0.015796152
## Intangible.asset.intensity..top.15.... -0.014798279
## Trademarks.by.origin.bn.PPP..GDP. -0.103401861
## Global.brand.value..top.5.000....GDP 0.003041127
## Industrial.designs.by.origin.bn.PPP..GDP. -0.094613777
## Cultural.and.creative.services.exports....total.trade -0.009414487
## National.feature.films.mn.pop..15.69 0.014327472
## Entertainment.and.media.market.th.pop..15.69 0.003674592
## Printing.and.other.media....manufacturing -0.032460801
## Creative.goods.exports....total.trade 0.055593770
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.023766492
## Country.code.TLDs.th.pop..15.69 0.005786593
## GitHub.commits.mn.pop..15.69 0.028869099
## Mobile.app.creation.bn.PPP..GDP 0.030735205
## Dim.63
## Political.and.operational.stability -0.0392071549
## Government.effectiveness -0.0197410604
## Regulatory.quality -0.0161447713
## Rule.of.law -0.0178442550
## Cost.of.redudancy.dismissal -0.0331568527
## Policies.for.doing.business -0.0106954357
## Entrepreneurship.policies.and.culture. 0.0557334784
## Expenditure.on.education....GDP -0.0259193468
## Government.funding.pupil..secondary....GDP.cap -0.0150404203
## School.life.expectancy..years 0.0019289552
## PISA.scales.in.reading..maths.and.science -0.0174530823
## Pupil.teacher.ratio..secondary -0.0243743826
## Tertiary.enrolment....gross -0.0041558813
## Graduates.in.science.and.engineering... -0.0237482551
## Tertiary.inbound.mobility... -0.0148313396
## Researchers..FTE.mn.pop. -0.0334118026
## Gross.expenditure.on.R.D....GDP -0.0141815341
## Global.corporate.R.D.investors..top.3..mn.US. 0.0098290136
## QS.university.ranking..top.3 0.0002799938
## ICT.access -0.0055628289
## ICT.use -0.0115690275
## Government.s.online.service 0.0320458587
## E.participation 0.0340956185
## Electricity.output..GWh.mn.pop. -0.0123108202
## Logistics.performance -0.0078604556
## Gross.capital.formation....GDP -0.0512058479
## GDP.unit.of.energy.use 0.0340090765
## Environmental.performance -0.0041611947
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0031196066
## Finance.for.startups.and.scaleups 0.0571243812
## Domestic.credit.to.private.sector....GDP -0.0447584411
## Loans.from.microfinance.institutions....GDP -0.0133207592
## Market.capitalization....GDP -0.0044048822
## Venture.capital.investors..deals.bn.PPP..GDP 0.0267356030
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0392946611
## Venture.capital.received..value....GDP. 0.0455722804
## Applied.tariff.rate..weighted.avg.... -0.0169412528
## Domestic.industry.diversification 0.0365818229
## Domestic.market.scale..bn.PPP. 0.0293204194
## Knowledge.intensive.employment... 0.0034516128
## Firms.offering.formal.training... 0.0219811459
## GERD.performed.by.business....GDP -0.0154789550
## GERD.financed.by.business... -0.0129086459
## Females.employed.w.advanced.degrees... -0.0067889607
## University.industry.R.D.collaboration. 0.0003659056
## State.of.cluster.development.and.depth. -0.0021556795
## GERD.financed.by.abroad....GDP -0.0007694534
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0083984365
## Patent.families.bn.PPP..GDP -0.0039092088
## Intellectual.property.payments....total.trade 0.0304741690
## High.tech.imports....total.trade -0.0363843594
## ICT.services.imports....total.trade 0.0125731891
## FDI.net.inflows....GDP -0.0150172398
## Research.talent....in.businesses -0.0127477549
## Patents.by.origin.bn.PPP..GDP -0.0103861171
## PCT.patents.by.origin.bn.PPP..GDP 0.0009632400
## Utility.models.by.origin.bn.PPP..GDP -0.0506677918
## Scientific.and.technical.articles.bn.PPP..GDP -0.0043029491
## Citable.documents.H.index 0.0121760059
## Labor.productivity.growth... 0.0238766752
## New.businesses.th.pop..15.64 -0.0274698107
## Software.spending....GDP 0.0173425265
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0092428336
## High.tech.manufacturing... 0.0049551297
## Intellectual.property.receipts....total.trade 0.0112614436
## Production.and.export.complexity 0.0112083923
## High.tech.exports....total.trade -0.0007339609
## ICT.services.exports....total.trade 0.0705590686
## Intangible.asset.intensity..top.15.... 0.0487383541
## Trademarks.by.origin.bn.PPP..GDP. -0.0263930460
## Global.brand.value..top.5.000....GDP -0.0092338724
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0217545362
## Cultural.and.creative.services.exports....total.trade 0.0539026611
## National.feature.films.mn.pop..15.69 -0.0182991229
## Entertainment.and.media.market.th.pop..15.69 -0.0144054379
## Printing.and.other.media....manufacturing 0.0436012267
## Creative.goods.exports....total.trade -0.0402592425
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.0045451330
## Country.code.TLDs.th.pop..15.69 -0.0275003011
## GitHub.commits.mn.pop..15.69 -0.0004068468
## Mobile.app.creation.bn.PPP..GDP 0.0205581761
## Dim.64
## Political.and.operational.stability 2.640685e-02
## Government.effectiveness 8.998595e-03
## Regulatory.quality 1.769307e-02
## Rule.of.law 1.069010e-02
## Cost.of.redudancy.dismissal -1.766457e-02
## Policies.for.doing.business 1.834585e-02
## Entrepreneurship.policies.and.culture. -4.936641e-03
## Expenditure.on.education....GDP -7.115108e-02
## Government.funding.pupil..secondary....GDP.cap -3.971280e-02
## School.life.expectancy..years -5.250907e-03
## PISA.scales.in.reading..maths.and.science 2.726411e-03
## Pupil.teacher.ratio..secondary 4.439007e-03
## Tertiary.enrolment....gross -2.115725e-02
## Graduates.in.science.and.engineering... -2.753073e-02
## Tertiary.inbound.mobility... 1.631455e-02
## Researchers..FTE.mn.pop. 7.177512e-03
## Gross.expenditure.on.R.D....GDP -8.485650e-03
## Global.corporate.R.D.investors..top.3..mn.US. 4.211791e-03
## QS.university.ranking..top.3 -7.579504e-03
## ICT.access -6.589495e-04
## ICT.use -4.625062e-03
## Government.s.online.service -4.629114e-03
## E.participation 6.113398e-05
## Electricity.output..GWh.mn.pop. -2.606614e-02
## Logistics.performance 1.777754e-02
## Gross.capital.formation....GDP -6.540779e-02
## GDP.unit.of.energy.use 8.220915e-02
## Environmental.performance 2.307383e-02
## ISO.14001.environmental.certificates.bn.PPP..GDP 1.349982e-02
## Finance.for.startups.and.scaleups -9.451589e-03
## Domestic.credit.to.private.sector....GDP 6.213772e-04
## Loans.from.microfinance.institutions....GDP -4.112960e-02
## Market.capitalization....GDP -2.160777e-02
## Venture.capital.investors..deals.bn.PPP..GDP -2.156097e-02
## Venture.capital.recipients..deals.bn.PPP..GDP. -5.376072e-02
## Venture.capital.received..value....GDP. -6.348332e-02
## Applied.tariff.rate..weighted.avg.... 1.714685e-02
## Domestic.industry.diversification -1.697860e-02
## Domestic.market.scale..bn.PPP. -1.877198e-02
## Knowledge.intensive.employment... 5.774981e-03
## Firms.offering.formal.training... 3.252309e-02
## GERD.performed.by.business....GDP -4.142078e-03
## GERD.financed.by.business... 1.368795e-02
## Females.employed.w.advanced.degrees... 2.550112e-04
## University.industry.R.D.collaboration. 1.628658e-02
## State.of.cluster.development.and.depth. 2.459767e-02
## GERD.financed.by.abroad....GDP -1.974596e-02
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -3.098030e-02
## Patent.families.bn.PPP..GDP 9.713207e-03
## Intellectual.property.payments....total.trade 4.878930e-02
## High.tech.imports....total.trade -1.394878e-02
## ICT.services.imports....total.trade -6.909853e-03
## FDI.net.inflows....GDP -1.656435e-02
## Research.talent....in.businesses 1.293116e-02
## Patents.by.origin.bn.PPP..GDP -6.840187e-04
## PCT.patents.by.origin.bn.PPP..GDP 6.597177e-03
## Utility.models.by.origin.bn.PPP..GDP -1.959979e-02
## Scientific.and.technical.articles.bn.PPP..GDP -1.579648e-02
## Citable.documents.H.index 9.284169e-05
## Labor.productivity.growth... -4.639604e-02
## New.businesses.th.pop..15.64 -4.444534e-03
## Software.spending....GDP 1.490446e-02
## ISO.9001.quality.certificates.bn.PPP..GDP 3.863093e-03
## High.tech.manufacturing... 1.285211e-03
## Intellectual.property.receipts....total.trade 1.011693e-02
## Production.and.export.complexity 5.458465e-03
## High.tech.exports....total.trade 1.509438e-02
## ICT.services.exports....total.trade -3.126070e-02
## Intangible.asset.intensity..top.15.... 2.745258e-03
## Trademarks.by.origin.bn.PPP..GDP. -1.991017e-02
## Global.brand.value..top.5.000....GDP 9.105631e-04
## Industrial.designs.by.origin.bn.PPP..GDP. -1.738274e-02
## Cultural.and.creative.services.exports....total.trade -9.417754e-03
## National.feature.films.mn.pop..15.69 1.023530e-02
## Entertainment.and.media.market.th.pop..15.69 1.334184e-02
## Printing.and.other.media....manufacturing 3.262691e-02
## Creative.goods.exports....total.trade 1.617112e-02
## Generic.top.level.domains..TLDs..th.pop..15.69 1.760477e-02
## Country.code.TLDs.th.pop..15.69 2.140402e-02
## GitHub.commits.mn.pop..15.69 -1.005788e-02
## Mobile.app.creation.bn.PPP..GDP -5.906376e-02
## Dim.65
## Political.and.operational.stability -0.0305913567
## Government.effectiveness -0.0165204385
## Regulatory.quality -0.0095251404
## Rule.of.law -0.0138002621
## Cost.of.redudancy.dismissal 0.0465002469
## Policies.for.doing.business -0.0717913862
## Entrepreneurship.policies.and.culture. -0.0187288895
## Expenditure.on.education....GDP -0.0089133601
## Government.funding.pupil..secondary....GDP.cap 0.0378507308
## School.life.expectancy..years 0.0199651782
## PISA.scales.in.reading..maths.and.science 0.0104861552
## Pupil.teacher.ratio..secondary -0.0208925593
## Tertiary.enrolment....gross 0.0220483238
## Graduates.in.science.and.engineering... 0.0241135947
## Tertiary.inbound.mobility... 0.0213084981
## Researchers..FTE.mn.pop. 0.0042165794
## Gross.expenditure.on.R.D....GDP -0.0154620929
## Global.corporate.R.D.investors..top.3..mn.US. -0.0028989359
## QS.university.ranking..top.3 0.0274047325
## ICT.access -0.0001669429
## ICT.use 0.0014660125
## Government.s.online.service -0.0223005767
## E.participation -0.0197677978
## Electricity.output..GWh.mn.pop. 0.0075802149
## Logistics.performance 0.0031908479
## Gross.capital.formation....GDP -0.0699385947
## GDP.unit.of.energy.use 0.0132385458
## Environmental.performance -0.0042422875
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0050911632
## Finance.for.startups.and.scaleups -0.0005657737
## Domestic.credit.to.private.sector....GDP 0.0037539297
## Loans.from.microfinance.institutions....GDP -0.0470158051
## Market.capitalization....GDP 0.0526465280
## Venture.capital.investors..deals.bn.PPP..GDP 0.0091872307
## Venture.capital.recipients..deals.bn.PPP..GDP. -0.0030265227
## Venture.capital.received..value....GDP. -0.0070263000
## Applied.tariff.rate..weighted.avg.... -0.0032403768
## Domestic.industry.diversification 0.0004182217
## Domestic.market.scale..bn.PPP. 0.0109194926
## Knowledge.intensive.employment... 0.0335275854
## Firms.offering.formal.training... -0.0519815734
## GERD.performed.by.business....GDP -0.0249669244
## GERD.financed.by.business... 0.0031570840
## Females.employed.w.advanced.degrees... 0.0249349012
## University.industry.R.D.collaboration. -0.0563193011
## State.of.cluster.development.and.depth. -0.0582599268
## GERD.financed.by.abroad....GDP -0.0218756853
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0134388044
## Patent.families.bn.PPP..GDP -0.0106909971
## Intellectual.property.payments....total.trade 0.0180087596
## High.tech.imports....total.trade 0.0149924913
## ICT.services.imports....total.trade -0.0282260342
## FDI.net.inflows....GDP 0.0095620603
## Research.talent....in.businesses 0.0016598032
## Patents.by.origin.bn.PPP..GDP -0.0121570078
## PCT.patents.by.origin.bn.PPP..GDP -0.0124794707
## Utility.models.by.origin.bn.PPP..GDP -0.0158143788
## Scientific.and.technical.articles.bn.PPP..GDP 0.0029033738
## Citable.documents.H.index 0.0192617183
## Labor.productivity.growth... -0.0560875172
## New.businesses.th.pop..15.64 0.0088292338
## Software.spending....GDP 0.0187671232
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0226808191
## High.tech.manufacturing... 0.0135893616
## Intellectual.property.receipts....total.trade 0.0041450944
## Production.and.export.complexity -0.0026528354
## High.tech.exports....total.trade -0.0016603092
## ICT.services.exports....total.trade -0.0035100542
## Intangible.asset.intensity..top.15.... -0.0004310870
## Trademarks.by.origin.bn.PPP..GDP. -0.0105774047
## Global.brand.value..top.5.000....GDP 0.0239995191
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0078365073
## Cultural.and.creative.services.exports....total.trade -0.0056129423
## National.feature.films.mn.pop..15.69 -0.0063222618
## Entertainment.and.media.market.th.pop..15.69 0.0209738125
## Printing.and.other.media....manufacturing -0.0225369190
## Creative.goods.exports....total.trade 0.0101258764
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0185361573
## Country.code.TLDs.th.pop..15.69 -0.0114283573
## GitHub.commits.mn.pop..15.69 0.0116950322
## Mobile.app.creation.bn.PPP..GDP 0.0241232077
## Dim.66
## Political.and.operational.stability -0.0020788070
## Government.effectiveness -0.0071568590
## Regulatory.quality -0.0062823246
## Rule.of.law -0.0002803758
## Cost.of.redudancy.dismissal 0.0649424960
## Policies.for.doing.business -0.0001508371
## Entrepreneurship.policies.and.culture. 0.0069352969
## Expenditure.on.education....GDP -0.0573808645
## Government.funding.pupil..secondary....GDP.cap -0.0254105904
## School.life.expectancy..years -0.0229664185
## PISA.scales.in.reading..maths.and.science 0.0065592761
## Pupil.teacher.ratio..secondary 0.0215806026
## Tertiary.enrolment....gross -0.0161866288
## Graduates.in.science.and.engineering... 0.0156038493
## Tertiary.inbound.mobility... 0.0221743650
## Researchers..FTE.mn.pop. -0.0046512715
## Gross.expenditure.on.R.D....GDP 0.0024422439
## Global.corporate.R.D.investors..top.3..mn.US. 0.0121002321
## QS.university.ranking..top.3 0.0019402112
## ICT.access -0.0122564836
## ICT.use -0.0040113915
## Government.s.online.service -0.0157319120
## E.participation -0.0155622425
## Electricity.output..GWh.mn.pop. -0.0001782510
## Logistics.performance 0.0051298657
## Gross.capital.formation....GDP 0.0321838228
## GDP.unit.of.energy.use -0.0196550216
## Environmental.performance 0.0107717965
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0671987435
## Finance.for.startups.and.scaleups 0.0214524075
## Domestic.credit.to.private.sector....GDP 0.0071688401
## Loans.from.microfinance.institutions....GDP 0.0263755729
## Market.capitalization....GDP 0.0233240503
## Venture.capital.investors..deals.bn.PPP..GDP -0.0111297072
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0164327750
## Venture.capital.received..value....GDP. 0.0227239497
## Applied.tariff.rate..weighted.avg.... -0.0288658819
## Domestic.industry.diversification 0.0230497246
## Domestic.market.scale..bn.PPP. 0.0276003718
## Knowledge.intensive.employment... -0.0127135715
## Firms.offering.formal.training... -0.0386387386
## GERD.performed.by.business....GDP -0.0010439138
## GERD.financed.by.business... -0.0085199689
## Females.employed.w.advanced.degrees... -0.0197888102
## University.industry.R.D.collaboration. 0.0004899790
## State.of.cluster.development.and.depth. 0.0062283135
## GERD.financed.by.abroad....GDP -0.0039016221
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0016264869
## Patent.families.bn.PPP..GDP -0.0021577007
## Intellectual.property.payments....total.trade -0.0361972644
## High.tech.imports....total.trade -0.0335439098
## ICT.services.imports....total.trade -0.0055162074
## FDI.net.inflows....GDP 0.0223224751
## Research.talent....in.businesses 0.0001450699
## Patents.by.origin.bn.PPP..GDP 0.0099271684
## PCT.patents.by.origin.bn.PPP..GDP 0.0006918757
## Utility.models.by.origin.bn.PPP..GDP -0.0306669663
## Scientific.and.technical.articles.bn.PPP..GDP 0.0360548650
## Citable.documents.H.index 0.0250285906
## Labor.productivity.growth... -0.0078094915
## New.businesses.th.pop..15.64 0.0055317643
## Software.spending....GDP -0.0044912427
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0417853704
## High.tech.manufacturing... 0.0040346727
## Intellectual.property.receipts....total.trade -0.0056275871
## Production.and.export.complexity -0.0061839182
## High.tech.exports....total.trade -0.0131215247
## ICT.services.exports....total.trade -0.0607696386
## Intangible.asset.intensity..top.15.... 0.0097402223
## Trademarks.by.origin.bn.PPP..GDP. -0.0184405485
## Global.brand.value..top.5.000....GDP 0.0070175899
## Industrial.designs.by.origin.bn.PPP..GDP. 0.0228364047
## Cultural.and.creative.services.exports....total.trade 0.0011623087
## National.feature.films.mn.pop..15.69 -0.0014261300
## Entertainment.and.media.market.th.pop..15.69 0.0010313654
## Printing.and.other.media....manufacturing 0.0764780061
## Creative.goods.exports....total.trade -0.0153021182
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.0021244548
## Country.code.TLDs.th.pop..15.69 0.0141944144
## GitHub.commits.mn.pop..15.69 -0.0236073835
## Mobile.app.creation.bn.PPP..GDP -0.0265547757
## Dim.67
## Political.and.operational.stability 0.0047138240
## Government.effectiveness 0.0127790077
## Regulatory.quality 0.0134532259
## Rule.of.law 0.0020723780
## Cost.of.redudancy.dismissal 0.0583551404
## Policies.for.doing.business -0.0212395888
## Entrepreneurship.policies.and.culture. 0.0216599241
## Expenditure.on.education....GDP -0.0039841510
## Government.funding.pupil..secondary....GDP.cap -0.0960757422
## School.life.expectancy..years 0.0176792708
## PISA.scales.in.reading..maths.and.science 0.0155715328
## Pupil.teacher.ratio..secondary -0.0615836043
## Tertiary.enrolment....gross 0.0252891991
## Graduates.in.science.and.engineering... -0.0072047238
## Tertiary.inbound.mobility... 0.0156593057
## Researchers..FTE.mn.pop. -0.0016272926
## Gross.expenditure.on.R.D....GDP -0.0112222563
## Global.corporate.R.D.investors..top.3..mn.US. 0.0070145633
## QS.university.ranking..top.3 0.0233667306
## ICT.access -0.0050744194
## ICT.use 0.0015480444
## Government.s.online.service 0.0309706393
## E.participation 0.0355492564
## Electricity.output..GWh.mn.pop. 0.0086296570
## Logistics.performance -0.0014256999
## Gross.capital.formation....GDP 0.0088439829
## GDP.unit.of.energy.use -0.0225563143
## Environmental.performance 0.0156682358
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0211225611
## Finance.for.startups.and.scaleups 0.0024058648
## Domestic.credit.to.private.sector....GDP -0.0090059256
## Loans.from.microfinance.institutions....GDP 0.0714478311
## Market.capitalization....GDP -0.0083062650
## Venture.capital.investors..deals.bn.PPP..GDP -0.0098147465
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0075703733
## Venture.capital.received..value....GDP. -0.0002507447
## Applied.tariff.rate..weighted.avg.... 0.0148353861
## Domestic.industry.diversification -0.0015666394
## Domestic.market.scale..bn.PPP. 0.0108052888
## Knowledge.intensive.employment... 0.0145204794
## Firms.offering.formal.training... 0.0220234451
## GERD.performed.by.business....GDP -0.0123831773
## GERD.financed.by.business... -0.0007409274
## Females.employed.w.advanced.degrees... 0.0352054476
## University.industry.R.D.collaboration. -0.0239927553
## State.of.cluster.development.and.depth. -0.0394615837
## GERD.financed.by.abroad....GDP -0.0120954642
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.0003756013
## Patent.families.bn.PPP..GDP -0.0059240052
## Intellectual.property.payments....total.trade 0.0130174954
## High.tech.imports....total.trade 0.0298713030
## ICT.services.imports....total.trade 0.0033932362
## FDI.net.inflows....GDP -0.0247201722
## Research.talent....in.businesses 0.0020937233
## Patents.by.origin.bn.PPP..GDP -0.0134417192
## PCT.patents.by.origin.bn.PPP..GDP -0.0109803399
## Utility.models.by.origin.bn.PPP..GDP 0.0262564964
## Scientific.and.technical.articles.bn.PPP..GDP -0.0178383182
## Citable.documents.H.index 0.0128164293
## Labor.productivity.growth... 0.0128089690
## New.businesses.th.pop..15.64 0.0211508766
## Software.spending....GDP -0.0103157413
## ISO.9001.quality.certificates.bn.PPP..GDP -0.0401966347
## High.tech.manufacturing... -0.0049096809
## Intellectual.property.receipts....total.trade -0.0108386687
## Production.and.export.complexity -0.0047953097
## High.tech.exports....total.trade 0.0086585882
## ICT.services.exports....total.trade -0.0164224587
## Intangible.asset.intensity..top.15.... -0.0100483487
## Trademarks.by.origin.bn.PPP..GDP. -0.0215636117
## Global.brand.value..top.5.000....GDP -0.0043957236
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0546417834
## Cultural.and.creative.services.exports....total.trade -0.0052719400
## National.feature.films.mn.pop..15.69 0.0068416069
## Entertainment.and.media.market.th.pop..15.69 0.0035501460
## Printing.and.other.media....manufacturing 0.0183668802
## Creative.goods.exports....total.trade 0.0026711849
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0060900329
## Country.code.TLDs.th.pop..15.69 0.0185114550
## GitHub.commits.mn.pop..15.69 0.0039713796
## Mobile.app.creation.bn.PPP..GDP -0.0151490113
## Dim.68
## Political.and.operational.stability -0.0183857110
## Government.effectiveness -0.0070536475
## Regulatory.quality -0.0054940137
## Rule.of.law 0.0020084341
## Cost.of.redudancy.dismissal -0.0318736132
## Policies.for.doing.business 0.0013191793
## Entrepreneurship.policies.and.culture. -0.0533028763
## Expenditure.on.education....GDP 0.0088460976
## Government.funding.pupil..secondary....GDP.cap -0.0301581183
## School.life.expectancy..years 0.0482025553
## PISA.scales.in.reading..maths.and.science 0.0036421311
## Pupil.teacher.ratio..secondary -0.0125592960
## Tertiary.enrolment....gross 0.0404128710
## Graduates.in.science.and.engineering... -0.0124175072
## Tertiary.inbound.mobility... -0.0262124989
## Researchers..FTE.mn.pop. 0.0062925154
## Gross.expenditure.on.R.D....GDP 0.0141416517
## Global.corporate.R.D.investors..top.3..mn.US. -0.0117245329
## QS.university.ranking..top.3 0.0093161462
## ICT.access 0.0013801503
## ICT.use -0.0020722641
## Government.s.online.service -0.0297715917
## E.participation -0.0346018927
## Electricity.output..GWh.mn.pop. -0.0203885993
## Logistics.performance -0.0013152623
## Gross.capital.formation....GDP 0.0128990303
## GDP.unit.of.energy.use 0.0650830430
## Environmental.performance -0.0202882127
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0164505967
## Finance.for.startups.and.scaleups -0.0434649661
## Domestic.credit.to.private.sector....GDP -0.0079878012
## Loans.from.microfinance.institutions....GDP 0.0113982381
## Market.capitalization....GDP 0.0175740599
## Venture.capital.investors..deals.bn.PPP..GDP 0.0001690057
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0067787393
## Venture.capital.received..value....GDP. 0.0061429223
## Applied.tariff.rate..weighted.avg.... 0.0011069936
## Domestic.industry.diversification 0.0655330856
## Domestic.market.scale..bn.PPP. -0.0112984452
## Knowledge.intensive.employment... 0.0013579108
## Firms.offering.formal.training... -0.0260265020
## GERD.performed.by.business....GDP 0.0081386715
## GERD.financed.by.business... -0.0143444712
## Females.employed.w.advanced.degrees... 0.0094463903
## University.industry.R.D.collaboration. 0.0154233632
## State.of.cluster.development.and.depth. 0.0116589827
## GERD.financed.by.abroad....GDP 0.0324856523
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.0029417585
## Patent.families.bn.PPP..GDP -0.0025808627
## Intellectual.property.payments....total.trade -0.0266138034
## High.tech.imports....total.trade 0.0012567529
## ICT.services.imports....total.trade -0.0417895894
## FDI.net.inflows....GDP -0.0297698650
## Research.talent....in.businesses -0.0117649882
## Patents.by.origin.bn.PPP..GDP -0.0069304913
## PCT.patents.by.origin.bn.PPP..GDP -0.0098876561
## Utility.models.by.origin.bn.PPP..GDP 0.0064578709
## Scientific.and.technical.articles.bn.PPP..GDP 0.0233002443
## Citable.documents.H.index 0.0116827432
## Labor.productivity.growth... 0.0395886953
## New.businesses.th.pop..15.64 -0.0022753300
## Software.spending....GDP 0.0340580373
## ISO.9001.quality.certificates.bn.PPP..GDP -0.0003781932
## High.tech.manufacturing... 0.0105609057
## Intellectual.property.receipts....total.trade -0.0176777578
## Production.and.export.complexity -0.0011244998
## High.tech.exports....total.trade -0.0119750551
## ICT.services.exports....total.trade -0.0023700241
## Intangible.asset.intensity..top.15.... -0.0075784951
## Trademarks.by.origin.bn.PPP..GDP. -0.0139531762
## Global.brand.value..top.5.000....GDP -0.0226281527
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0061413659
## Cultural.and.creative.services.exports....total.trade -0.0115643949
## National.feature.films.mn.pop..15.69 0.0049186550
## Entertainment.and.media.market.th.pop..15.69 0.0273040875
## Printing.and.other.media....manufacturing 0.0465528313
## Creative.goods.exports....total.trade 0.0014925715
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0114964946
## Country.code.TLDs.th.pop..15.69 0.0175420791
## GitHub.commits.mn.pop..15.69 0.0238546054
## Mobile.app.creation.bn.PPP..GDP 0.0093303103
## Dim.69
## Political.and.operational.stability 0.0013696044
## Government.effectiveness -0.0037752882
## Regulatory.quality -0.0022060391
## Rule.of.law -0.0121241374
## Cost.of.redudancy.dismissal 0.0212850562
## Policies.for.doing.business 0.0103137425
## Entrepreneurship.policies.and.culture. -0.0495406474
## Expenditure.on.education....GDP -0.0188279292
## Government.funding.pupil..secondary....GDP.cap 0.0052472868
## School.life.expectancy..years 0.0022330074
## PISA.scales.in.reading..maths.and.science -0.0063364604
## Pupil.teacher.ratio..secondary 0.0550189855
## Tertiary.enrolment....gross -0.0093726549
## Graduates.in.science.and.engineering... 0.0780950314
## Tertiary.inbound.mobility... 0.0014551305
## Researchers..FTE.mn.pop. 0.0059619452
## Gross.expenditure.on.R.D....GDP 0.0074777687
## Global.corporate.R.D.investors..top.3..mn.US. 0.0085566389
## QS.university.ranking..top.3 -0.0086001422
## ICT.access 0.0056719115
## ICT.use 0.0013791094
## Government.s.online.service 0.0155557210
## E.participation 0.0219869449
## Electricity.output..GWh.mn.pop. 0.0063209138
## Logistics.performance -0.0155004420
## Gross.capital.formation....GDP -0.0038296377
## GDP.unit.of.energy.use -0.0021962226
## Environmental.performance 0.0196802452
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0343678640
## Finance.for.startups.and.scaleups -0.0495534515
## Domestic.credit.to.private.sector....GDP -0.0277459816
## Loans.from.microfinance.institutions....GDP 0.0255151630
## Market.capitalization....GDP -0.0009848342
## Venture.capital.investors..deals.bn.PPP..GDP 0.0036712556
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0077667755
## Venture.capital.received..value....GDP. 0.0012474553
## Applied.tariff.rate..weighted.avg.... 0.0256348602
## Domestic.industry.diversification 0.0088485313
## Domestic.market.scale..bn.PPP. -0.0029009195
## Knowledge.intensive.employment... 0.0099289154
## Firms.offering.formal.training... -0.0159807746
## GERD.performed.by.business....GDP 0.0083307794
## GERD.financed.by.business... 0.0105120102
## Females.employed.w.advanced.degrees... 0.0165258611
## University.industry.R.D.collaboration. 0.0032875709
## State.of.cluster.development.and.depth. -0.0005239734
## GERD.financed.by.abroad....GDP -0.0182984888
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.0019156123
## Patent.families.bn.PPP..GDP 0.0161938561
## Intellectual.property.payments....total.trade 0.0327417244
## High.tech.imports....total.trade -0.0214655223
## ICT.services.imports....total.trade -0.0272325736
## FDI.net.inflows....GDP 0.0094008605
## Research.talent....in.businesses 0.0002523322
## Patents.by.origin.bn.PPP..GDP 0.0184139309
## PCT.patents.by.origin.bn.PPP..GDP 0.0145536250
## Utility.models.by.origin.bn.PPP..GDP 0.0167830502
## Scientific.and.technical.articles.bn.PPP..GDP -0.0305889444
## Citable.documents.H.index -0.0048806700
## Labor.productivity.growth... 0.0190022601
## New.businesses.th.pop..15.64 -0.0426105869
## Software.spending....GDP -0.0164619290
## ISO.9001.quality.certificates.bn.PPP..GDP -0.0166427580
## High.tech.manufacturing... 0.0134783707
## Intellectual.property.receipts....total.trade 0.0328372574
## Production.and.export.complexity 0.0207328633
## High.tech.exports....total.trade 0.0094323675
## ICT.services.exports....total.trade 0.0003988975
## Intangible.asset.intensity..top.15.... -0.0215325620
## Trademarks.by.origin.bn.PPP..GDP. -0.0353596331
## Global.brand.value..top.5.000....GDP 0.0163708855
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0028175923
## Cultural.and.creative.services.exports....total.trade 0.0361606575
## National.feature.films.mn.pop..15.69 -0.0458161737
## Entertainment.and.media.market.th.pop..15.69 0.0045970742
## Printing.and.other.media....manufacturing 0.0190028480
## Creative.goods.exports....total.trade -0.0278690493
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.0131515335
## Country.code.TLDs.th.pop..15.69 -0.0327017366
## GitHub.commits.mn.pop..15.69 -0.0030541942
## Mobile.app.creation.bn.PPP..GDP -0.0105014130
## Dim.70
## Political.and.operational.stability -0.0085412243
## Government.effectiveness -0.0032507000
## Regulatory.quality 0.0016653869
## Rule.of.law 0.0010561526
## Cost.of.redudancy.dismissal 0.0345509339
## Policies.for.doing.business -0.0032589095
## Entrepreneurship.policies.and.culture. -0.0413739886
## Expenditure.on.education....GDP 0.0339669570
## Government.funding.pupil..secondary....GDP.cap 0.0281108903
## School.life.expectancy..years -0.0381156745
## PISA.scales.in.reading..maths.and.science -0.0080925482
## Pupil.teacher.ratio..secondary 0.0023725525
## Tertiary.enrolment....gross -0.0257481991
## Graduates.in.science.and.engineering... -0.0554457009
## Tertiary.inbound.mobility... 0.0180473599
## Researchers..FTE.mn.pop. -0.0097135216
## Gross.expenditure.on.R.D....GDP 0.0017717969
## Global.corporate.R.D.investors..top.3..mn.US. -0.0039408086
## QS.university.ranking..top.3 -0.0054307484
## ICT.access -0.0004747511
## ICT.use -0.0148921126
## Government.s.online.service 0.0175048953
## E.participation 0.0233742357
## Electricity.output..GWh.mn.pop. -0.0097250159
## Logistics.performance -0.0014524031
## Gross.capital.formation....GDP -0.0335654705
## GDP.unit.of.energy.use -0.0005951773
## Environmental.performance 0.0135816641
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0137338414
## Finance.for.startups.and.scaleups -0.0263179258
## Domestic.credit.to.private.sector....GDP 0.0310679307
## Loans.from.microfinance.institutions....GDP 0.0239502899
## Market.capitalization....GDP 0.0067072474
## Venture.capital.investors..deals.bn.PPP..GDP -0.0010913922
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0001481542
## Venture.capital.received..value....GDP. -0.0196940428
## Applied.tariff.rate..weighted.avg.... 0.0038300365
## Domestic.industry.diversification 0.0095829455
## Domestic.market.scale..bn.PPP. -0.0114634472
## Knowledge.intensive.employment... -0.0265299621
## Firms.offering.formal.training... -0.0250363140
## GERD.performed.by.business....GDP 0.0055764557
## GERD.financed.by.business... 0.0067324417
## Females.employed.w.advanced.degrees... -0.0193312798
## University.industry.R.D.collaboration. -0.0111442575
## State.of.cluster.development.and.depth. -0.0070198390
## GERD.financed.by.abroad....GDP -0.0068818963
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0003592451
## Patent.families.bn.PPP..GDP 0.0054155068
## Intellectual.property.payments....total.trade 0.0173332379
## High.tech.imports....total.trade 0.0209215282
## ICT.services.imports....total.trade 0.0080742912
## FDI.net.inflows....GDP -0.0240227859
## Research.talent....in.businesses 0.0045983025
## Patents.by.origin.bn.PPP..GDP -0.0058886200
## PCT.patents.by.origin.bn.PPP..GDP 0.0117043670
## Utility.models.by.origin.bn.PPP..GDP -0.0040707932
## Scientific.and.technical.articles.bn.PPP..GDP 0.0143288787
## Citable.documents.H.index 0.0094052345
## Labor.productivity.growth... 0.0586218148
## New.businesses.th.pop..15.64 0.0328979571
## Software.spending....GDP 0.0119434114
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0147769460
## High.tech.manufacturing... 0.0106054744
## Intellectual.property.receipts....total.trade 0.0077776201
## Production.and.export.complexity 0.0234800569
## High.tech.exports....total.trade 0.0102846221
## ICT.services.exports....total.trade 0.0255370192
## Intangible.asset.intensity..top.15.... 0.0253966239
## Trademarks.by.origin.bn.PPP..GDP. 0.0040620175
## Global.brand.value..top.5.000....GDP 0.0007007244
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0088427605
## Cultural.and.creative.services.exports....total.trade -0.0227760455
## National.feature.films.mn.pop..15.69 -0.0213844626
## Entertainment.and.media.market.th.pop..15.69 -0.0006713306
## Printing.and.other.media....manufacturing 0.0096444962
## Creative.goods.exports....total.trade -0.0063248939
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0028259982
## Country.code.TLDs.th.pop..15.69 -0.0069494191
## GitHub.commits.mn.pop..15.69 -0.0188417795
## Mobile.app.creation.bn.PPP..GDP -0.0193742209
## Dim.71
## Political.and.operational.stability 0.0007183741
## Government.effectiveness 0.0016890067
## Regulatory.quality -0.0080419975
## Rule.of.law 0.0045347473
## Cost.of.redudancy.dismissal -0.0340517082
## Policies.for.doing.business -0.0025670076
## Entrepreneurship.policies.and.culture. 0.0051863231
## Expenditure.on.education....GDP 0.0012238347
## Government.funding.pupil..secondary....GDP.cap 0.0324380353
## School.life.expectancy..years 0.0262102531
## PISA.scales.in.reading..maths.and.science -0.0057673602
## Pupil.teacher.ratio..secondary -0.0438352854
## Tertiary.enrolment....gross -0.0064957274
## Graduates.in.science.and.engineering... 0.0507291463
## Tertiary.inbound.mobility... 0.0292684299
## Researchers..FTE.mn.pop. 0.0139540513
## Gross.expenditure.on.R.D....GDP -0.0024539352
## Global.corporate.R.D.investors..top.3..mn.US. -0.0038879033
## QS.university.ranking..top.3 0.0024920879
## ICT.access -0.0117297381
## ICT.use -0.0100584478
## Government.s.online.service 0.0122738664
## E.participation 0.0084050324
## Electricity.output..GWh.mn.pop. -0.0350245104
## Logistics.performance 0.0095756479
## Gross.capital.formation....GDP 0.0447339300
## GDP.unit.of.energy.use 0.0149821146
## Environmental.performance -0.0033214713
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0053055323
## Finance.for.startups.and.scaleups 0.0032673885
## Domestic.credit.to.private.sector....GDP -0.0054506053
## Loans.from.microfinance.institutions....GDP 0.0247706918
## Market.capitalization....GDP 0.0047119698
## Venture.capital.investors..deals.bn.PPP..GDP -0.0037718368
## Venture.capital.recipients..deals.bn.PPP..GDP. -0.0201609175
## Venture.capital.received..value....GDP. -0.0339494571
## Applied.tariff.rate..weighted.avg.... -0.0257280500
## Domestic.industry.diversification 0.0160948273
## Domestic.market.scale..bn.PPP. -0.0164395545
## Knowledge.intensive.employment... -0.0118349194
## Firms.offering.formal.training... -0.0074449376
## GERD.performed.by.business....GDP -0.0105389797
## GERD.financed.by.business... 0.0061929101
## Females.employed.w.advanced.degrees... -0.0150039651
## University.industry.R.D.collaboration. -0.0083919134
## State.of.cluster.development.and.depth. -0.0105764832
## GERD.financed.by.abroad....GDP -0.0241123452
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.0016191716
## Patent.families.bn.PPP..GDP -0.0067236753
## Intellectual.property.payments....total.trade 0.0255301736
## High.tech.imports....total.trade -0.0044146877
## ICT.services.imports....total.trade 0.0254638526
## FDI.net.inflows....GDP 0.0206002628
## Research.talent....in.businesses 0.0036878031
## Patents.by.origin.bn.PPP..GDP -0.0025641565
## PCT.patents.by.origin.bn.PPP..GDP -0.0048218296
## Utility.models.by.origin.bn.PPP..GDP -0.0371404211
## Scientific.and.technical.articles.bn.PPP..GDP 0.0276601717
## Citable.documents.H.index -0.0042258591
## Labor.productivity.growth... 0.0268753576
## New.businesses.th.pop..15.64 0.0107074584
## Software.spending....GDP -0.0089914560
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0006944585
## High.tech.manufacturing... 0.0315150646
## Intellectual.property.receipts....total.trade 0.0049460990
## Production.and.export.complexity 0.0058618056
## High.tech.exports....total.trade 0.0064763609
## ICT.services.exports....total.trade -0.0209267374
## Intangible.asset.intensity..top.15.... 0.0187241225
## Trademarks.by.origin.bn.PPP..GDP. -0.0193751199
## Global.brand.value..top.5.000....GDP -0.0031273450
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0144191431
## Cultural.and.creative.services.exports....total.trade 0.0205809841
## National.feature.films.mn.pop..15.69 -0.0002522101
## Entertainment.and.media.market.th.pop..15.69 0.0013117547
## Printing.and.other.media....manufacturing -0.0272267099
## Creative.goods.exports....total.trade 0.0037577931
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0003280616
## Country.code.TLDs.th.pop..15.69 0.0288396597
## GitHub.commits.mn.pop..15.69 -0.0051137000
## Mobile.app.creation.bn.PPP..GDP -0.0029387358
## Dim.72
## Political.and.operational.stability -1.538142e-02
## Government.effectiveness -7.347933e-03
## Regulatory.quality -1.487627e-02
## Rule.of.law -1.241966e-02
## Cost.of.redudancy.dismissal 1.040367e-02
## Policies.for.doing.business 1.893013e-02
## Entrepreneurship.policies.and.culture. -1.963503e-02
## Expenditure.on.education....GDP -4.967644e-02
## Government.funding.pupil..secondary....GDP.cap -1.149115e-02
## School.life.expectancy..years 1.303346e-02
## PISA.scales.in.reading..maths.and.science 5.260602e-03
## Pupil.teacher.ratio..secondary -3.528955e-02
## Tertiary.enrolment....gross 1.394900e-02
## Graduates.in.science.and.engineering... -1.498448e-02
## Tertiary.inbound.mobility... 2.801557e-02
## Researchers..FTE.mn.pop. 2.032394e-03
## Gross.expenditure.on.R.D....GDP -3.435409e-03
## Global.corporate.R.D.investors..top.3..mn.US. 2.951533e-04
## QS.university.ranking..top.3 4.474727e-03
## ICT.access 1.061818e-03
## ICT.use 5.422875e-03
## Government.s.online.service 1.033688e-02
## E.participation 1.096378e-02
## Electricity.output..GWh.mn.pop. 3.411445e-02
## Logistics.performance 5.525464e-03
## Gross.capital.formation....GDP 1.360479e-02
## GDP.unit.of.energy.use -3.114590e-02
## Environmental.performance -2.382134e-02
## ISO.14001.environmental.certificates.bn.PPP..GDP 1.194865e-02
## Finance.for.startups.and.scaleups -2.313832e-02
## Domestic.credit.to.private.sector....GDP -4.870619e-03
## Loans.from.microfinance.institutions....GDP -5.132319e-02
## Market.capitalization....GDP 5.080580e-03
## Venture.capital.investors..deals.bn.PPP..GDP -2.409060e-03
## Venture.capital.recipients..deals.bn.PPP..GDP. -1.815352e-02
## Venture.capital.received..value....GDP. -2.808750e-02
## Applied.tariff.rate..weighted.avg.... -2.662462e-02
## Domestic.industry.diversification 5.941750e-03
## Domestic.market.scale..bn.PPP. 3.703477e-05
## Knowledge.intensive.employment... 3.309567e-03
## Firms.offering.formal.training... 5.288156e-03
## GERD.performed.by.business....GDP -5.058855e-05
## GERD.financed.by.business... 3.399231e-03
## Females.employed.w.advanced.degrees... 4.265996e-03
## University.industry.R.D.collaboration. 2.015873e-02
## State.of.cluster.development.and.depth. 1.536525e-02
## GERD.financed.by.abroad....GDP -1.164482e-02
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 1.885075e-02
## Patent.families.bn.PPP..GDP 8.203384e-04
## Intellectual.property.payments....total.trade 3.514955e-04
## High.tech.imports....total.trade -2.128959e-03
## ICT.services.imports....total.trade 2.040121e-02
## FDI.net.inflows....GDP 3.093288e-02
## Research.talent....in.businesses 8.294268e-03
## Patents.by.origin.bn.PPP..GDP 4.501874e-03
## PCT.patents.by.origin.bn.PPP..GDP 6.825506e-03
## Utility.models.by.origin.bn.PPP..GDP 3.814208e-02
## Scientific.and.technical.articles.bn.PPP..GDP 4.347796e-03
## Citable.documents.H.index 1.745569e-04
## Labor.productivity.growth... 2.982498e-02
## New.businesses.th.pop..15.64 -7.431530e-03
## Software.spending....GDP 3.143426e-03
## ISO.9001.quality.certificates.bn.PPP..GDP 1.090274e-02
## High.tech.manufacturing... 5.164648e-04
## Intellectual.property.receipts....total.trade 1.046538e-02
## Production.and.export.complexity -1.700237e-02
## High.tech.exports....total.trade -2.048861e-02
## ICT.services.exports....total.trade 3.908819e-02
## Intangible.asset.intensity..top.15.... -1.002943e-02
## Trademarks.by.origin.bn.PPP..GDP. -8.857436e-03
## Global.brand.value..top.5.000....GDP -3.840858e-03
## Industrial.designs.by.origin.bn.PPP..GDP. -4.561142e-03
## Cultural.and.creative.services.exports....total.trade -1.453658e-02
## National.feature.films.mn.pop..15.69 -8.193117e-03
## Entertainment.and.media.market.th.pop..15.69 4.431723e-03
## Printing.and.other.media....manufacturing -9.071036e-04
## Creative.goods.exports....total.trade -1.541881e-02
## Generic.top.level.domains..TLDs..th.pop..15.69 4.991729e-03
## Country.code.TLDs.th.pop..15.69 -1.562497e-03
## GitHub.commits.mn.pop..15.69 3.375235e-03
## Mobile.app.creation.bn.PPP..GDP 2.531574e-03
## Dim.73
## Political.and.operational.stability 0.0057229621
## Government.effectiveness -0.0004357484
## Regulatory.quality -0.0052401804
## Rule.of.law -0.0001308632
## Cost.of.redudancy.dismissal -0.0383291133
## Policies.for.doing.business -0.0239454149
## Entrepreneurship.policies.and.culture. -0.0238580324
## Expenditure.on.education....GDP 0.0135642957
## Government.funding.pupil..secondary....GDP.cap -0.0004368699
## School.life.expectancy..years 0.0026846577
## PISA.scales.in.reading..maths.and.science -0.0031396846
## Pupil.teacher.ratio..secondary -0.0050491333
## Tertiary.enrolment....gross -0.0042530339
## Graduates.in.science.and.engineering... -0.0249469728
## Tertiary.inbound.mobility... -0.0297026930
## Researchers..FTE.mn.pop. 0.0026920631
## Gross.expenditure.on.R.D....GDP 0.0047064885
## Global.corporate.R.D.investors..top.3..mn.US. 0.0037206172
## QS.university.ranking..top.3 -0.0067605443
## ICT.access 0.0067391911
## ICT.use 0.0089776785
## Government.s.online.service 0.0291289827
## E.participation 0.0257329297
## Electricity.output..GWh.mn.pop. 0.0258151112
## Logistics.performance -0.0068008030
## Gross.capital.formation....GDP 0.0250129457
## GDP.unit.of.energy.use -0.0267489682
## Environmental.performance 0.0162584347
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0068099749
## Finance.for.startups.and.scaleups -0.0194386117
## Domestic.credit.to.private.sector....GDP 0.0020238121
## Loans.from.microfinance.institutions....GDP -0.0522126505
## Market.capitalization....GDP -0.0006334770
## Venture.capital.investors..deals.bn.PPP..GDP 0.0083490568
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0037686880
## Venture.capital.received..value....GDP. 0.0100721186
## Applied.tariff.rate..weighted.avg.... -0.0180486675
## Domestic.industry.diversification 0.0064223939
## Domestic.market.scale..bn.PPP. 0.0021819236
## Knowledge.intensive.employment... 0.0025728761
## Firms.offering.formal.training... -0.0060574879
## GERD.performed.by.business....GDP 0.0060070288
## GERD.financed.by.business... 0.0039954407
## Females.employed.w.advanced.degrees... -0.0024251101
## University.industry.R.D.collaboration. -0.0153374924
## State.of.cluster.development.and.depth. -0.0156351295
## GERD.financed.by.abroad....GDP 0.0059464590
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0104219975
## Patent.families.bn.PPP..GDP 0.0067122799
## Intellectual.property.payments....total.trade 0.0086419082
## High.tech.imports....total.trade 0.0332906203
## ICT.services.imports....total.trade -0.0135270285
## FDI.net.inflows....GDP 0.0049014992
## Research.talent....in.businesses 0.0073862923
## Patents.by.origin.bn.PPP..GDP -0.0036464506
## PCT.patents.by.origin.bn.PPP..GDP 0.0050423379
## Utility.models.by.origin.bn.PPP..GDP -0.0261812347
## Scientific.and.technical.articles.bn.PPP..GDP 0.0111831326
## Citable.documents.H.index -0.0052978925
## Labor.productivity.growth... -0.0136783001
## New.businesses.th.pop..15.64 0.0027990321
## Software.spending....GDP -0.0189059106
## ISO.9001.quality.certificates.bn.PPP..GDP -0.0010025966
## High.tech.manufacturing... -0.0036760936
## Intellectual.property.receipts....total.trade 0.0150272724
## Production.and.export.complexity -0.0123753548
## High.tech.exports....total.trade 0.0106033893
## ICT.services.exports....total.trade -0.0384538211
## Intangible.asset.intensity..top.15.... 0.0009253756
## Trademarks.by.origin.bn.PPP..GDP. 0.0022697359
## Global.brand.value..top.5.000....GDP -0.0042120373
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0200404895
## Cultural.and.creative.services.exports....total.trade 0.0243343584
## National.feature.films.mn.pop..15.69 -0.0050479248
## Entertainment.and.media.market.th.pop..15.69 -0.0187002679
## Printing.and.other.media....manufacturing 0.0418453561
## Creative.goods.exports....total.trade 0.0150430398
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.0057835513
## Country.code.TLDs.th.pop..15.69 0.0033376460
## GitHub.commits.mn.pop..15.69 0.0027458472
## Mobile.app.creation.bn.PPP..GDP -0.0259217491
## Dim.74
## Political.and.operational.stability -4.028264e-04
## Government.effectiveness 2.403828e-04
## Regulatory.quality -3.628056e-03
## Rule.of.law -8.894697e-05
## Cost.of.redudancy.dismissal -4.670277e-04
## Policies.for.doing.business 1.404878e-02
## Entrepreneurship.policies.and.culture. 6.525199e-03
## Expenditure.on.education....GDP -9.920166e-03
## Government.funding.pupil..secondary....GDP.cap 1.192991e-02
## School.life.expectancy..years -2.764305e-03
## PISA.scales.in.reading..maths.and.science 8.422335e-03
## Pupil.teacher.ratio..secondary -5.044069e-03
## Tertiary.enrolment....gross -9.958277e-03
## Graduates.in.science.and.engineering... 1.680969e-02
## Tertiary.inbound.mobility... 2.690759e-02
## Researchers..FTE.mn.pop. 7.186495e-03
## Gross.expenditure.on.R.D....GDP -8.066468e-03
## Global.corporate.R.D.investors..top.3..mn.US. -9.385440e-03
## QS.university.ranking..top.3 -7.139755e-04
## ICT.access -6.813865e-03
## ICT.use -8.304567e-03
## Government.s.online.service -2.926523e-04
## E.participation -5.865057e-03
## Electricity.output..GWh.mn.pop. -2.437692e-02
## Logistics.performance -4.214349e-03
## Gross.capital.formation....GDP -5.836092e-02
## GDP.unit.of.energy.use -2.678105e-02
## Environmental.performance 4.163751e-03
## ISO.14001.environmental.certificates.bn.PPP..GDP -1.796822e-02
## Finance.for.startups.and.scaleups 2.769167e-03
## Domestic.credit.to.private.sector....GDP -2.450977e-02
## Loans.from.microfinance.institutions....GDP -3.190972e-02
## Market.capitalization....GDP -1.301327e-02
## Venture.capital.investors..deals.bn.PPP..GDP 7.696885e-03
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.488104e-02
## Venture.capital.received..value....GDP. 8.006455e-03
## Applied.tariff.rate..weighted.avg.... -1.953680e-02
## Domestic.industry.diversification 7.203622e-03
## Domestic.market.scale..bn.PPP. 6.029517e-03
## Knowledge.intensive.employment... 8.216962e-03
## Firms.offering.formal.training... -1.813465e-02
## GERD.performed.by.business....GDP -1.416171e-02
## GERD.financed.by.business... -4.157234e-03
## Females.employed.w.advanced.degrees... 1.259508e-02
## University.industry.R.D.collaboration. 9.722492e-03
## State.of.cluster.development.and.depth. 9.627752e-03
## GERD.financed.by.abroad....GDP 1.368786e-02
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -7.744282e-03
## Patent.families.bn.PPP..GDP -3.737465e-03
## Intellectual.property.payments....total.trade -1.411938e-03
## High.tech.imports....total.trade -3.244477e-04
## ICT.services.imports....total.trade -1.153408e-03
## FDI.net.inflows....GDP -3.300402e-02
## Research.talent....in.businesses 3.747683e-03
## Patents.by.origin.bn.PPP..GDP 8.112515e-03
## PCT.patents.by.origin.bn.PPP..GDP -7.417066e-03
## Utility.models.by.origin.bn.PPP..GDP 2.764164e-02
## Scientific.and.technical.articles.bn.PPP..GDP 8.165478e-03
## Citable.documents.H.index 8.857091e-05
## Labor.productivity.growth... 4.880094e-02
## New.businesses.th.pop..15.64 1.533089e-02
## Software.spending....GDP -2.127252e-02
## ISO.9001.quality.certificates.bn.PPP..GDP -2.303137e-02
## High.tech.manufacturing... -8.487107e-03
## Intellectual.property.receipts....total.trade -5.948977e-03
## Production.and.export.complexity -9.051614e-03
## High.tech.exports....total.trade 3.665499e-03
## ICT.services.exports....total.trade -4.779735e-02
## Intangible.asset.intensity..top.15.... -7.251517e-04
## Trademarks.by.origin.bn.PPP..GDP. 2.202302e-02
## Global.brand.value..top.5.000....GDP -9.049501e-03
## Industrial.designs.by.origin.bn.PPP..GDP. 1.709923e-02
## Cultural.and.creative.services.exports....total.trade 1.853687e-02
## National.feature.films.mn.pop..15.69 1.825448e-02
## Entertainment.and.media.market.th.pop..15.69 -1.575052e-02
## Printing.and.other.media....manufacturing 1.997254e-03
## Creative.goods.exports....total.trade 4.303856e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 2.553519e-03
## Country.code.TLDs.th.pop..15.69 1.570055e-02
## GitHub.commits.mn.pop..15.69 -1.664508e-03
## Mobile.app.creation.bn.PPP..GDP 2.457034e-03
## Dim.75
## Political.and.operational.stability 0.0008738306
## Government.effectiveness -0.0059068056
## Regulatory.quality -0.0052289712
## Rule.of.law -0.0018459706
## Cost.of.redudancy.dismissal -0.0112351834
## Policies.for.doing.business -0.0086926907
## Entrepreneurship.policies.and.culture. 0.0102436275
## Expenditure.on.education....GDP -0.0514200926
## Government.funding.pupil..secondary....GDP.cap -0.0077811224
## School.life.expectancy..years -0.0081589707
## PISA.scales.in.reading..maths.and.science 0.0039785725
## Pupil.teacher.ratio..secondary 0.0197903238
## Tertiary.enrolment....gross 0.0055135069
## Graduates.in.science.and.engineering... -0.0210511945
## Tertiary.inbound.mobility... 0.0072337106
## Researchers..FTE.mn.pop. 0.0084619579
## Gross.expenditure.on.R.D....GDP 0.0153670768
## Global.corporate.R.D.investors..top.3..mn.US. -0.0056045401
## QS.university.ranking..top.3 -0.0049859029
## ICT.access 0.0151837344
## ICT.use 0.0103245434
## Government.s.online.service 0.0170439480
## E.participation 0.0158724030
## Electricity.output..GWh.mn.pop. 0.0029890077
## Logistics.performance 0.0068876709
## Gross.capital.formation....GDP 0.0178328265
## GDP.unit.of.energy.use 0.0193705051
## Environmental.performance -0.0054545845
## ISO.14001.environmental.certificates.bn.PPP..GDP -0.0123853559
## Finance.for.startups.and.scaleups 0.0178975853
## Domestic.credit.to.private.sector....GDP 0.0230506763
## Loans.from.microfinance.institutions....GDP 0.0105481428
## Market.capitalization....GDP 0.0027928023
## Venture.capital.investors..deals.bn.PPP..GDP -0.0038690239
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.0074712559
## Venture.capital.received..value....GDP. -0.0250020948
## Applied.tariff.rate..weighted.avg.... -0.0138618204
## Domestic.industry.diversification -0.0158261968
## Domestic.market.scale..bn.PPP. -0.0156840880
## Knowledge.intensive.employment... 0.0148505606
## Firms.offering.formal.training... -0.0302855839
## GERD.performed.by.business....GDP 0.0190310246
## GERD.financed.by.business... 0.0121818421
## Females.employed.w.advanced.degrees... 0.0110103154
## University.industry.R.D.collaboration. -0.0264958529
## State.of.cluster.development.and.depth. -0.0151583063
## GERD.financed.by.abroad....GDP 0.0030576910
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0019570607
## Patent.families.bn.PPP..GDP 0.0066515199
## Intellectual.property.payments....total.trade -0.0053219975
## High.tech.imports....total.trade -0.0084572237
## ICT.services.imports....total.trade -0.0194162699
## FDI.net.inflows....GDP -0.0258643509
## Research.talent....in.businesses -0.0043955413
## Patents.by.origin.bn.PPP..GDP 0.0213962195
## PCT.patents.by.origin.bn.PPP..GDP 0.0069168225
## Utility.models.by.origin.bn.PPP..GDP -0.0296797893
## Scientific.and.technical.articles.bn.PPP..GDP -0.0031904880
## Citable.documents.H.index -0.0081714678
## Labor.productivity.growth... 0.0265884476
## New.businesses.th.pop..15.64 -0.0084707736
## Software.spending....GDP -0.0210760142
## ISO.9001.quality.certificates.bn.PPP..GDP -0.0014835626
## High.tech.manufacturing... -0.0177603151
## Intellectual.property.receipts....total.trade -0.0017524918
## Production.and.export.complexity 0.0048370248
## High.tech.exports....total.trade -0.0075639450
## ICT.services.exports....total.trade -0.0063929597
## Intangible.asset.intensity..top.15.... -0.0128240773
## Trademarks.by.origin.bn.PPP..GDP. 0.0272290284
## Global.brand.value..top.5.000....GDP -0.0080903127
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0050195833
## Cultural.and.creative.services.exports....total.trade -0.0098768850
## National.feature.films.mn.pop..15.69 0.0059567463
## Entertainment.and.media.market.th.pop..15.69 0.0007888338
## Printing.and.other.media....manufacturing -0.0163850736
## Creative.goods.exports....total.trade -0.0160226640
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.0045613280
## Country.code.TLDs.th.pop..15.69 -0.0101129830
## GitHub.commits.mn.pop..15.69 0.0111694857
## Mobile.app.creation.bn.PPP..GDP 0.0312373725
## Dim.76
## Political.and.operational.stability -0.0225881817
## Government.effectiveness -0.0140162159
## Regulatory.quality -0.0052625613
## Rule.of.law -0.0084039625
## Cost.of.redudancy.dismissal -0.0440646649
## Policies.for.doing.business -0.0192519856
## Entrepreneurship.policies.and.culture. 0.0041308070
## Expenditure.on.education....GDP -0.0165011803
## Government.funding.pupil..secondary....GDP.cap -0.0042356038
## School.life.expectancy..years 0.0095255233
## PISA.scales.in.reading..maths.and.science -0.0071996303
## Pupil.teacher.ratio..secondary 0.0390910051
## Tertiary.enrolment....gross -0.0061615021
## Graduates.in.science.and.engineering... -0.0164384940
## Tertiary.inbound.mobility... 0.0168616671
## Researchers..FTE.mn.pop. 0.0077386210
## Gross.expenditure.on.R.D....GDP -0.0031554412
## Global.corporate.R.D.investors..top.3..mn.US. -0.0020905302
## QS.university.ranking..top.3 -0.0086196100
## ICT.access 0.0062625562
## ICT.use -0.0046164015
## Government.s.online.service -0.0014371533
## E.participation -0.0007128919
## Electricity.output..GWh.mn.pop. 0.0296942575
## Logistics.performance 0.0108285431
## Gross.capital.formation....GDP -0.0254092156
## GDP.unit.of.energy.use -0.0107847205
## Environmental.performance -0.0031594294
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0024680500
## Finance.for.startups.and.scaleups -0.0028992165
## Domestic.credit.to.private.sector....GDP 0.0007569211
## Loans.from.microfinance.institutions....GDP 0.0459796403
## Market.capitalization....GDP -0.0065345294
## Venture.capital.investors..deals.bn.PPP..GDP 0.0073235144
## Venture.capital.recipients..deals.bn.PPP..GDP. -0.0099767789
## Venture.capital.received..value....GDP. -0.0017193715
## Applied.tariff.rate..weighted.avg.... -0.0002245491
## Domestic.industry.diversification 0.0161889464
## Domestic.market.scale..bn.PPP. -0.0020328572
## Knowledge.intensive.employment... 0.0095809732
## Firms.offering.formal.training... 0.0028827369
## GERD.performed.by.business....GDP 0.0001637955
## GERD.financed.by.business... 0.0083833776
## Females.employed.w.advanced.degrees... -0.0141974990
## University.industry.R.D.collaboration. -0.0145896005
## State.of.cluster.development.and.depth. -0.0076727757
## GERD.financed.by.abroad....GDP -0.0075981824
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0265584912
## Patent.families.bn.PPP..GDP -0.0008465772
## Intellectual.property.payments....total.trade -0.0250992370
## High.tech.imports....total.trade -0.0017368391
## ICT.services.imports....total.trade 0.0108049979
## FDI.net.inflows....GDP 0.0003183716
## Research.talent....in.businesses 0.0151033078
## Patents.by.origin.bn.PPP..GDP 0.0056442172
## PCT.patents.by.origin.bn.PPP..GDP -0.0004321497
## Utility.models.by.origin.bn.PPP..GDP 0.0236767014
## Scientific.and.technical.articles.bn.PPP..GDP -0.0020756590
## Citable.documents.H.index -0.0071386036
## Labor.productivity.growth... -0.0037802690
## New.businesses.th.pop..15.64 0.0114591014
## Software.spending....GDP 0.0167721247
## ISO.9001.quality.certificates.bn.PPP..GDP -0.0072823313
## High.tech.manufacturing... 0.0011756303
## Intellectual.property.receipts....total.trade 0.0064161244
## Production.and.export.complexity -0.0176043169
## High.tech.exports....total.trade -0.0057204055
## ICT.services.exports....total.trade -0.0040310794
## Intangible.asset.intensity..top.15.... 0.0108798668
## Trademarks.by.origin.bn.PPP..GDP. -0.0197619554
## Global.brand.value..top.5.000....GDP 0.0139668012
## Industrial.designs.by.origin.bn.PPP..GDP. 0.0098014027
## Cultural.and.creative.services.exports....total.trade 0.0167535550
## National.feature.films.mn.pop..15.69 -0.0022523143
## Entertainment.and.media.market.th.pop..15.69 -0.0066130940
## Printing.and.other.media....manufacturing -0.0108673644
## Creative.goods.exports....total.trade 0.0197539239
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0066469586
## Country.code.TLDs.th.pop..15.69 0.0225026605
## GitHub.commits.mn.pop..15.69 0.0080526350
## Mobile.app.creation.bn.PPP..GDP -0.0150784562
## Dim.77
## Political.and.operational.stability 0.0055453247
## Government.effectiveness -0.0003379681
## Regulatory.quality -0.0042157490
## Rule.of.law -0.0035752619
## Cost.of.redudancy.dismissal -0.0272218148
## Policies.for.doing.business -0.0031412942
## Entrepreneurship.policies.and.culture. -0.0151475076
## Expenditure.on.education....GDP 0.0104881127
## Government.funding.pupil..secondary....GDP.cap -0.0274514652
## School.life.expectancy..years -0.0167937181
## PISA.scales.in.reading..maths.and.science 0.0091220449
## Pupil.teacher.ratio..secondary -0.0079262339
## Tertiary.enrolment....gross -0.0085387093
## Graduates.in.science.and.engineering... -0.0109598250
## Tertiary.inbound.mobility... -0.0344210511
## Researchers..FTE.mn.pop. 0.0027869852
## Gross.expenditure.on.R.D....GDP 0.0051948370
## Global.corporate.R.D.investors..top.3..mn.US. -0.0015317950
## QS.university.ranking..top.3 0.0079475795
## ICT.access 0.0216544055
## ICT.use 0.0103301186
## Government.s.online.service -0.0066356000
## E.participation -0.0074783625
## Electricity.output..GWh.mn.pop. -0.0094824825
## Logistics.performance -0.0027437455
## Gross.capital.formation....GDP -0.0256009266
## GDP.unit.of.energy.use -0.0255631935
## Environmental.performance -0.0044917527
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0177262258
## Finance.for.startups.and.scaleups -0.0039865876
## Domestic.credit.to.private.sector....GDP 0.0078532090
## Loans.from.microfinance.institutions....GDP 0.0182862208
## Market.capitalization....GDP 0.0147666616
## Venture.capital.investors..deals.bn.PPP..GDP -0.0028320769
## Venture.capital.recipients..deals.bn.PPP..GDP. -0.0082720019
## Venture.capital.received..value....GDP. -0.0183642553
## Applied.tariff.rate..weighted.avg.... 0.0010450944
## Domestic.industry.diversification -0.0030736592
## Domestic.market.scale..bn.PPP. 0.0217131408
## Knowledge.intensive.employment... 0.0066828237
## Firms.offering.formal.training... -0.0256982353
## GERD.performed.by.business....GDP 0.0034421237
## GERD.financed.by.business... 0.0019060545
## Females.employed.w.advanced.degrees... 0.0176441583
## University.industry.R.D.collaboration. 0.0177130236
## State.of.cluster.development.and.depth. 0.0134098629
## GERD.financed.by.abroad....GDP -0.0002906798
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -0.0107350972
## Patent.families.bn.PPP..GDP -0.0006354987
## Intellectual.property.payments....total.trade 0.0236897944
## High.tech.imports....total.trade -0.0136376711
## ICT.services.imports....total.trade 0.0117514024
## FDI.net.inflows....GDP 0.0275254290
## Research.talent....in.businesses -0.0088480022
## Patents.by.origin.bn.PPP..GDP 0.0103174242
## PCT.patents.by.origin.bn.PPP..GDP -0.0025809697
## Utility.models.by.origin.bn.PPP..GDP 0.0019390958
## Scientific.and.technical.articles.bn.PPP..GDP 0.0010427471
## Citable.documents.H.index 0.0137308279
## Labor.productivity.growth... -0.0042678491
## New.businesses.th.pop..15.64 0.0194928407
## Software.spending....GDP -0.0041784728
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0094475264
## High.tech.manufacturing... 0.0003232885
## Intellectual.property.receipts....total.trade -0.0102487275
## Production.and.export.complexity 0.0096682922
## High.tech.exports....total.trade -0.0091104662
## ICT.services.exports....total.trade -0.0137850835
## Intangible.asset.intensity..top.15.... 0.0013879402
## Trademarks.by.origin.bn.PPP..GDP. -0.0117323685
## Global.brand.value..top.5.000....GDP -0.0038154740
## Industrial.designs.by.origin.bn.PPP..GDP. -0.0140791171
## Cultural.and.creative.services.exports....total.trade 0.0227815381
## National.feature.films.mn.pop..15.69 0.0100137136
## Entertainment.and.media.market.th.pop..15.69 0.0017758135
## Printing.and.other.media....manufacturing -0.0204084168
## Creative.goods.exports....total.trade -0.0254779908
## Generic.top.level.domains..TLDs..th.pop..15.69 -0.0207398291
## Country.code.TLDs.th.pop..15.69 -0.0016290108
## GitHub.commits.mn.pop..15.69 0.0111448898
## Mobile.app.creation.bn.PPP..GDP 0.0148456825
## Dim.78
## Political.and.operational.stability 7.233211e-03
## Government.effectiveness 4.327672e-03
## Regulatory.quality 8.769451e-03
## Rule.of.law 4.964565e-03
## Cost.of.redudancy.dismissal 7.584293e-03
## Policies.for.doing.business 3.251066e-03
## Entrepreneurship.policies.and.culture. -3.423934e-03
## Expenditure.on.education....GDP -4.241745e-03
## Government.funding.pupil..secondary....GDP.cap 2.545685e-02
## School.life.expectancy..years 1.381257e-02
## PISA.scales.in.reading..maths.and.science 4.360939e-03
## Pupil.teacher.ratio..secondary 3.723313e-03
## Tertiary.enrolment....gross 1.054989e-02
## Graduates.in.science.and.engineering... -2.648258e-02
## Tertiary.inbound.mobility... -1.154440e-02
## Researchers..FTE.mn.pop. 3.271022e-03
## Gross.expenditure.on.R.D....GDP -7.665028e-03
## Global.corporate.R.D.investors..top.3..mn.US. 7.457823e-03
## QS.university.ranking..top.3 4.458082e-03
## ICT.access -3.650259e-03
## ICT.use -1.307938e-03
## Government.s.online.service 8.090836e-03
## E.participation 6.603394e-03
## Electricity.output..GWh.mn.pop. -1.166272e-03
## Logistics.performance 3.842961e-03
## Gross.capital.formation....GDP 4.714874e-03
## GDP.unit.of.energy.use 4.506966e-03
## Environmental.performance 2.158539e-03
## ISO.14001.environmental.certificates.bn.PPP..GDP 2.131719e-03
## Finance.for.startups.and.scaleups -4.904172e-03
## Domestic.credit.to.private.sector....GDP -2.060429e-02
## Loans.from.microfinance.institutions....GDP 9.967825e-03
## Market.capitalization....GDP -1.747055e-02
## Venture.capital.investors..deals.bn.PPP..GDP -2.041667e-03
## Venture.capital.recipients..deals.bn.PPP..GDP. 2.225942e-05
## Venture.capital.received..value....GDP. 1.204327e-03
## Applied.tariff.rate..weighted.avg.... -7.901379e-03
## Domestic.industry.diversification -1.493774e-02
## Domestic.market.scale..bn.PPP. 1.966018e-02
## Knowledge.intensive.employment... 5.301218e-03
## Firms.offering.formal.training... -6.029270e-03
## GERD.performed.by.business....GDP -1.184043e-02
## GERD.financed.by.business... -6.957983e-04
## Females.employed.w.advanced.degrees... -3.452227e-04
## University.industry.R.D.collaboration. -1.737145e-03
## State.of.cluster.development.and.depth. 5.229793e-03
## GERD.financed.by.abroad....GDP -2.160015e-04
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -1.302927e-03
## Patent.families.bn.PPP..GDP 2.326637e-03
## Intellectual.property.payments....total.trade -6.128635e-03
## High.tech.imports....total.trade -3.614124e-03
## ICT.services.imports....total.trade -1.512857e-02
## FDI.net.inflows....GDP 1.385843e-02
## Research.talent....in.businesses 5.228991e-03
## Patents.by.origin.bn.PPP..GDP -1.471586e-02
## PCT.patents.by.origin.bn.PPP..GDP -9.506515e-04
## Utility.models.by.origin.bn.PPP..GDP -3.965816e-03
## Scientific.and.technical.articles.bn.PPP..GDP -1.123226e-02
## Citable.documents.H.index 1.332807e-02
## Labor.productivity.growth... 1.514032e-02
## New.businesses.th.pop..15.64 -7.725493e-03
## Software.spending....GDP 4.306388e-03
## ISO.9001.quality.certificates.bn.PPP..GDP 5.885240e-03
## High.tech.manufacturing... -9.208740e-03
## Intellectual.property.receipts....total.trade 3.873092e-03
## Production.and.export.complexity -3.348382e-03
## High.tech.exports....total.trade -2.771430e-03
## ICT.services.exports....total.trade -1.327234e-02
## Intangible.asset.intensity..top.15.... 4.026493e-03
## Trademarks.by.origin.bn.PPP..GDP. -1.641819e-02
## Global.brand.value..top.5.000....GDP -2.886753e-03
## Industrial.designs.by.origin.bn.PPP..GDP. 2.337226e-03
## Cultural.and.creative.services.exports....total.trade 2.790073e-03
## National.feature.films.mn.pop..15.69 1.228136e-02
## Entertainment.and.media.market.th.pop..15.69 1.085092e-02
## Printing.and.other.media....manufacturing -1.632368e-02
## Creative.goods.exports....total.trade 2.095800e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 3.872650e-03
## Country.code.TLDs.th.pop..15.69 -7.626383e-03
## GitHub.commits.mn.pop..15.69 -1.874630e-03
## Mobile.app.creation.bn.PPP..GDP -4.754759e-03
## Dim.79
## Political.and.operational.stability -2.582395e-03
## Government.effectiveness 1.611627e-03
## Regulatory.quality -3.627917e-03
## Rule.of.law 1.232215e-03
## Cost.of.redudancy.dismissal 2.834869e-02
## Policies.for.doing.business 1.398185e-05
## Entrepreneurship.policies.and.culture. -3.264739e-04
## Expenditure.on.education....GDP -6.419428e-05
## Government.funding.pupil..secondary....GDP.cap -1.533700e-03
## School.life.expectancy..years 5.490721e-03
## PISA.scales.in.reading..maths.and.science -3.485774e-03
## Pupil.teacher.ratio..secondary 8.932135e-03
## Tertiary.enrolment....gross 1.397467e-03
## Graduates.in.science.and.engineering... -2.448963e-03
## Tertiary.inbound.mobility... -1.950146e-02
## Researchers..FTE.mn.pop. 1.052961e-02
## Gross.expenditure.on.R.D....GDP -3.666420e-03
## Global.corporate.R.D.investors..top.3..mn.US. -7.049293e-03
## QS.university.ranking..top.3 -8.489688e-03
## ICT.access 1.231612e-02
## ICT.use 1.064788e-02
## Government.s.online.service -6.517234e-03
## E.participation -9.333699e-03
## Electricity.output..GWh.mn.pop. 2.997426e-03
## Logistics.performance -1.130692e-03
## Gross.capital.formation....GDP 6.452568e-03
## GDP.unit.of.energy.use 1.774996e-03
## Environmental.performance -1.890627e-03
## ISO.14001.environmental.certificates.bn.PPP..GDP 2.453127e-03
## Finance.for.startups.and.scaleups 2.468574e-03
## Domestic.credit.to.private.sector....GDP -4.767183e-04
## Loans.from.microfinance.institutions....GDP 6.688154e-04
## Market.capitalization....GDP 2.077199e-02
## Venture.capital.investors..deals.bn.PPP..GDP 4.991236e-03
## Venture.capital.recipients..deals.bn.PPP..GDP. -1.011250e-02
## Venture.capital.received..value....GDP. 6.471311e-03
## Applied.tariff.rate..weighted.avg.... -2.570581e-02
## Domestic.industry.diversification -4.557849e-03
## Domestic.market.scale..bn.PPP. -1.079665e-02
## Knowledge.intensive.employment... 1.051185e-02
## Firms.offering.formal.training... 1.190496e-02
## GERD.performed.by.business....GDP -4.918028e-03
## GERD.financed.by.business... 8.150562e-03
## Females.employed.w.advanced.degrees... -2.803179e-03
## University.industry.R.D.collaboration. 7.787209e-05
## State.of.cluster.development.and.depth. 3.218527e-03
## GERD.financed.by.abroad....GDP 4.544843e-03
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -6.937078e-03
## Patent.families.bn.PPP..GDP -4.168930e-03
## Intellectual.property.payments....total.trade 1.719512e-02
## High.tech.imports....total.trade 3.595579e-04
## ICT.services.imports....total.trade 5.758881e-03
## FDI.net.inflows....GDP -1.270223e-02
## Research.talent....in.businesses 1.326507e-02
## Patents.by.origin.bn.PPP..GDP 8.078488e-03
## PCT.patents.by.origin.bn.PPP..GDP -8.244370e-03
## Utility.models.by.origin.bn.PPP..GDP -7.555642e-03
## Scientific.and.technical.articles.bn.PPP..GDP -5.752854e-03
## Citable.documents.H.index -1.257635e-02
## Labor.productivity.growth... 1.322539e-02
## New.businesses.th.pop..15.64 -1.113539e-03
## Software.spending....GDP 1.780734e-02
## ISO.9001.quality.certificates.bn.PPP..GDP -6.690643e-03
## High.tech.manufacturing... 7.616675e-03
## Intellectual.property.receipts....total.trade -7.552512e-03
## Production.and.export.complexity -7.702074e-03
## High.tech.exports....total.trade -2.336786e-03
## ICT.services.exports....total.trade 1.418606e-03
## Intangible.asset.intensity..top.15.... 6.075794e-03
## Trademarks.by.origin.bn.PPP..GDP. -3.113641e-03
## Global.brand.value..top.5.000....GDP 1.328724e-03
## Industrial.designs.by.origin.bn.PPP..GDP. 3.224889e-03
## Cultural.and.creative.services.exports....total.trade 1.170499e-02
## National.feature.films.mn.pop..15.69 5.707476e-03
## Entertainment.and.media.market.th.pop..15.69 -1.510403e-02
## Printing.and.other.media....manufacturing -7.589616e-03
## Creative.goods.exports....total.trade 3.316790e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 -8.961948e-03
## Country.code.TLDs.th.pop..15.69 -4.300137e-03
## GitHub.commits.mn.pop..15.69 1.052607e-02
## Mobile.app.creation.bn.PPP..GDP -1.629175e-02
## Dim.80
## Political.and.operational.stability -1.373891e-03
## Government.effectiveness 1.673122e-03
## Regulatory.quality 3.410962e-03
## Rule.of.law 1.304781e-03
## Cost.of.redudancy.dismissal -1.619919e-03
## Policies.for.doing.business 5.155873e-03
## Entrepreneurship.policies.and.culture. -1.426286e-03
## Expenditure.on.education....GDP -2.861135e-03
## Government.funding.pupil..secondary....GDP.cap 8.502349e-03
## School.life.expectancy..years 8.946558e-04
## PISA.scales.in.reading..maths.and.science -1.245822e-03
## Pupil.teacher.ratio..secondary 2.436024e-03
## Tertiary.enrolment....gross 4.360786e-03
## Graduates.in.science.and.engineering... -6.101985e-03
## Tertiary.inbound.mobility... 7.784901e-03
## Researchers..FTE.mn.pop. -3.242932e-03
## Gross.expenditure.on.R.D....GDP 9.550113e-04
## Global.corporate.R.D.investors..top.3..mn.US. -4.312581e-03
## QS.university.ranking..top.3 9.116893e-03
## ICT.access 1.959294e-03
## ICT.use 1.702026e-03
## Government.s.online.service 6.420214e-03
## E.participation 5.942061e-03
## Electricity.output..GWh.mn.pop. -3.099870e-03
## Logistics.performance 4.205561e-03
## Gross.capital.formation....GDP -8.594548e-03
## GDP.unit.of.energy.use -1.162439e-02
## Environmental.performance -1.772793e-03
## ISO.14001.environmental.certificates.bn.PPP..GDP 1.898512e-03
## Finance.for.startups.and.scaleups -1.094442e-03
## Domestic.credit.to.private.sector....GDP 5.559695e-03
## Loans.from.microfinance.institutions....GDP 3.123857e-03
## Market.capitalization....GDP 1.663787e-02
## Venture.capital.investors..deals.bn.PPP..GDP 3.822780e-03
## Venture.capital.recipients..deals.bn.PPP..GDP. 6.234408e-05
## Venture.capital.received..value....GDP. -1.844569e-03
## Applied.tariff.rate..weighted.avg.... 2.827373e-04
## Domestic.industry.diversification 5.994126e-04
## Domestic.market.scale..bn.PPP. -1.008838e-02
## Knowledge.intensive.employment... -2.241796e-03
## Firms.offering.formal.training... 3.360405e-02
## GERD.performed.by.business....GDP 1.746638e-03
## GERD.financed.by.business... -1.226419e-02
## Females.employed.w.advanced.degrees... -2.676015e-03
## University.industry.R.D.collaboration. -4.624522e-04
## State.of.cluster.development.and.depth. 4.303498e-04
## GERD.financed.by.abroad....GDP 6.810008e-04
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -2.954130e-03
## Patent.families.bn.PPP..GDP -1.773104e-03
## Intellectual.property.payments....total.trade -5.038480e-03
## High.tech.imports....total.trade 7.513148e-03
## ICT.services.imports....total.trade -1.208682e-02
## FDI.net.inflows....GDP -1.267773e-03
## Research.talent....in.businesses -1.526851e-02
## Patents.by.origin.bn.PPP..GDP 4.592809e-03
## PCT.patents.by.origin.bn.PPP..GDP -3.353810e-03
## Utility.models.by.origin.bn.PPP..GDP -5.570888e-03
## Scientific.and.technical.articles.bn.PPP..GDP 6.548386e-03
## Citable.documents.H.index 8.903428e-03
## Labor.productivity.growth... 1.383065e-03
## New.businesses.th.pop..15.64 -7.686151e-03
## Software.spending....GDP 9.110756e-04
## ISO.9001.quality.certificates.bn.PPP..GDP 6.522846e-03
## High.tech.manufacturing... 1.217299e-03
## Intellectual.property.receipts....total.trade -8.137147e-03
## Production.and.export.complexity 4.179461e-03
## High.tech.exports....total.trade -5.454184e-03
## ICT.services.exports....total.trade -1.171000e-02
## Intangible.asset.intensity..top.15.... -1.094228e-02
## Trademarks.by.origin.bn.PPP..GDP. -2.249169e-03
## Global.brand.value..top.5.000....GDP 2.963045e-03
## Industrial.designs.by.origin.bn.PPP..GDP. 1.728088e-04
## Cultural.and.creative.services.exports....total.trade 1.162523e-02
## National.feature.films.mn.pop..15.69 -7.744337e-03
## Entertainment.and.media.market.th.pop..15.69 9.009839e-03
## Printing.and.other.media....manufacturing -5.013576e-03
## Creative.goods.exports....total.trade -5.997902e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 -1.465026e-03
## Country.code.TLDs.th.pop..15.69 3.077327e-04
## GitHub.commits.mn.pop..15.69 3.347638e-03
## Mobile.app.creation.bn.PPP..GDP -7.047885e-04
## Dim.81
## Political.and.operational.stability 6.505788e-03
## Government.effectiveness 2.838953e-03
## Regulatory.quality 1.952677e-03
## Rule.of.law 2.432969e-03
## Cost.of.redudancy.dismissal 2.506015e-03
## Policies.for.doing.business -2.489606e-03
## Entrepreneurship.policies.and.culture. -4.663525e-03
## Expenditure.on.education....GDP -7.235788e-03
## Government.funding.pupil..secondary....GDP.cap 7.011800e-03
## School.life.expectancy..years 2.511493e-03
## PISA.scales.in.reading..maths.and.science 3.655994e-03
## Pupil.teacher.ratio..secondary 3.404718e-03
## Tertiary.enrolment....gross -7.335403e-05
## Graduates.in.science.and.engineering... 7.027923e-03
## Tertiary.inbound.mobility... -1.429902e-02
## Researchers..FTE.mn.pop. 8.323459e-03
## Gross.expenditure.on.R.D....GDP 4.383879e-03
## Global.corporate.R.D.investors..top.3..mn.US. -2.104189e-03
## QS.university.ranking..top.3 2.774053e-03
## ICT.access -4.415516e-03
## ICT.use -3.035230e-03
## Government.s.online.service 5.030057e-03
## E.participation 3.515775e-03
## Electricity.output..GWh.mn.pop. -1.540361e-03
## Logistics.performance 1.885517e-03
## Gross.capital.formation....GDP -1.267288e-02
## GDP.unit.of.energy.use 1.454295e-03
## Environmental.performance -9.567854e-03
## ISO.14001.environmental.certificates.bn.PPP..GDP -3.360077e-03
## Finance.for.startups.and.scaleups -5.689163e-03
## Domestic.credit.to.private.sector....GDP 1.124030e-02
## Loans.from.microfinance.institutions....GDP 2.225509e-04
## Market.capitalization....GDP -6.286017e-03
## Venture.capital.investors..deals.bn.PPP..GDP -3.354056e-04
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.488394e-03
## Venture.capital.received..value....GDP. 5.222917e-03
## Applied.tariff.rate..weighted.avg.... -2.601385e-03
## Domestic.industry.diversification 8.944938e-03
## Domestic.market.scale..bn.PPP. 3.337859e-03
## Knowledge.intensive.employment... -5.095617e-03
## Firms.offering.formal.training... 7.563974e-03
## GERD.performed.by.business....GDP 2.779782e-03
## GERD.financed.by.business... 3.392544e-03
## Females.employed.w.advanced.degrees... -2.914198e-04
## University.industry.R.D.collaboration. -2.744074e-03
## State.of.cluster.development.and.depth. -5.741114e-03
## GERD.financed.by.abroad....GDP -8.661746e-03
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP -3.389871e-03
## Patent.families.bn.PPP..GDP 4.066297e-04
## Intellectual.property.payments....total.trade -8.772881e-03
## High.tech.imports....total.trade 4.835597e-03
## ICT.services.imports....total.trade 2.064400e-02
## FDI.net.inflows....GDP 4.928580e-03
## Research.talent....in.businesses 1.613499e-03
## Patents.by.origin.bn.PPP..GDP -4.055465e-04
## PCT.patents.by.origin.bn.PPP..GDP -9.316138e-04
## Utility.models.by.origin.bn.PPP..GDP -6.297665e-03
## Scientific.and.technical.articles.bn.PPP..GDP -2.952397e-04
## Citable.documents.H.index -1.286102e-03
## Labor.productivity.growth... 1.240690e-03
## New.businesses.th.pop..15.64 -5.642070e-03
## Software.spending....GDP 1.886340e-03
## ISO.9001.quality.certificates.bn.PPP..GDP -8.604832e-03
## High.tech.manufacturing... -2.935837e-03
## Intellectual.property.receipts....total.trade -5.173285e-03
## Production.and.export.complexity -5.383790e-03
## High.tech.exports....total.trade -4.653479e-03
## ICT.services.exports....total.trade -3.123016e-03
## Intangible.asset.intensity..top.15.... 1.880457e-03
## Trademarks.by.origin.bn.PPP..GDP. 7.029463e-04
## Global.brand.value..top.5.000....GDP 4.419106e-03
## Industrial.designs.by.origin.bn.PPP..GDP. -4.109361e-03
## Cultural.and.creative.services.exports....total.trade -9.380282e-03
## National.feature.films.mn.pop..15.69 8.803382e-03
## Entertainment.and.media.market.th.pop..15.69 3.901452e-03
## Printing.and.other.media....manufacturing 6.500532e-03
## Creative.goods.exports....total.trade -7.827120e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 -3.973785e-03
## Country.code.TLDs.th.pop..15.69 -3.292868e-03
## GitHub.commits.mn.pop..15.69 -1.993329e-03
## Mobile.app.creation.bn.PPP..GDP 3.653217e-03
res.var$contrib # Contributions to the PCs
## Dim.1 Dim.2
## Political.and.operational.stability 1.6651981975 0.8289811827
## Government.effectiveness 2.4240616750 0.3861884970
## Regulatory.quality 2.3011961972 0.8450020876
## Rule.of.law 2.3629156402 0.8234929158
## Cost.of.redudancy.dismissal 0.1782627971 1.7470052805
## Policies.for.doing.business 0.9656517710 0.4343648173
## Entrepreneurship.policies.and.culture. 1.0116815348 1.5883904881
## Expenditure.on.education....GDP 0.3110912746 0.6833645231
## Government.funding.pupil..secondary....GDP.cap 0.4936971470 0.1699640842
## School.life.expectancy..years 1.3820812166 0.1182943765
## PISA.scales.in.reading..maths.and.science 2.3187408056 0.0967768460
## Pupil.teacher.ratio..secondary 0.5333854371 0.0010083739
## Tertiary.enrolment....gross 1.5030599101 0.0890582725
## Graduates.in.science.and.engineering... 0.3816922936 0.7254699349
## Tertiary.inbound.mobility... 0.9619779390 1.8872629475
## Researchers..FTE.mn.pop. 2.2408887792 0.1472259006
## Gross.expenditure.on.R.D....GDP 2.1187434454 0.0243695698
## Global.corporate.R.D.investors..top.3..mn.US. 1.9698304904 0.4055941537
## QS.university.ranking..top.3 1.8755334403 2.0889366849
## ICT.access 1.5410936626 0.1418939396
## ICT.use 2.0853537475 0.0454698757
## Government.s.online.service 1.6040094489 0.6604128730
## E.participation 1.5070715633 0.8165229024
## Electricity.output..GWh.mn.pop. 1.1702354905 0.0441134407
## Logistics.performance 2.4113417009 0.3673898836
## Gross.capital.formation....GDP 0.0024472890 0.3083686769
## GDP.unit.of.energy.use 0.2516615903 0.2845337304
## Environmental.performance 1.5797998841 1.6044148149
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.4476457131 0.0610354386
## Finance.for.startups.and.scaleups 1.1165129065 2.5278357410
## Domestic.credit.to.private.sector....GDP 1.4308216647 0.3845711273
## Loans.from.microfinance.institutions....GDP 0.3072140907 0.3263745213
## Market.capitalization....GDP 0.6806224275 0.9430998628
## Venture.capital.investors..deals.bn.PPP..GDP 1.3134944645 3.7115415899
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.3112945549 1.4292164298
## Venture.capital.received..value....GDP. 0.9448176366 0.3218612733
## Applied.tariff.rate..weighted.avg.... 1.0616900147 0.0103585008
## Domestic.industry.diversification 0.9450008932 2.6936062188
## Domestic.market.scale..bn.PPP. 0.5390332665 7.3778265826
## Knowledge.intensive.employment... 1.9302594793 0.7899193940
## Firms.offering.formal.training... 0.0013321236 0.1085193219
## GERD.performed.by.business....GDP 1.8955307972 0.1217398212
## GERD.financed.by.business... 1.9289592924 1.1862928575
## Females.employed.w.advanced.degrees... 1.7794539963 0.5255937658
## University.industry.R.D.collaboration. 1.5926959212 0.0501065453
## State.of.cluster.development.and.depth. 1.2632037775 0.7024084488
## GERD.financed.by.abroad....GDP 1.0171776379 1.1892663609
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 1.3926843595 3.7621344271
## Patent.families.bn.PPP..GDP 2.1244672219 0.3868356560
## Intellectual.property.payments....total.trade 1.1040598720 0.0824343236
## High.tech.imports....total.trade 0.2401787018 5.5260507566
## ICT.services.imports....total.trade 0.8717006647 3.4755018955
## FDI.net.inflows....GDP 0.0007107491 1.1651041900
## Research.talent....in.businesses 2.0451869302 1.0236598955
## Patents.by.origin.bn.PPP..GDP 1.5625902832 0.2500223751
## PCT.patents.by.origin.bn.PPP..GDP 2.0501811018 0.5873881012
## Utility.models.by.origin.bn.PPP..GDP 0.0602395821 4.1006911432
## Scientific.and.technical.articles.bn.PPP..GDP 1.5144965165 1.3596684440
## Citable.documents.H.index 1.8403427214 1.1235476983
## Labor.productivity.growth... 0.1722103776 1.1403902575
## New.businesses.th.pop..15.64 0.7085035280 4.0683526936
## Software.spending....GDP 1.6231824024 0.4290714596
## ISO.9001.quality.certificates.bn.PPP..GDP 0.3955991039 0.0142474383
## High.tech.manufacturing... 1.7547403585 3.0532095846
## Intellectual.property.receipts....total.trade 1.8398882887 0.8307730974
## Production.and.export.complexity 1.5629329333 3.2114861799
## High.tech.exports....total.trade 1.4713888303 3.7499599635
## ICT.services.exports....total.trade 0.2844004074 0.5403000723
## Intangible.asset.intensity..top.15.... 1.5260736078 1.1194989531
## Trademarks.by.origin.bn.PPP..GDP. 0.3795774585 0.3243533124
## Global.brand.value..top.5.000....GDP 1.5803106738 0.7680193879
## Industrial.designs.by.origin.bn.PPP..GDP. 0.4997463933 1.0256109420
## Cultural.and.creative.services.exports....total.trade 0.8990497276 1.8451750916
## National.feature.films.mn.pop..15.69 1.5045248486 0.5570176072
## Entertainment.and.media.market.th.pop..15.69 1.8903653936 0.0003556051
## Printing.and.other.media....manufacturing 0.2001414862 0.4464310428
## Creative.goods.exports....total.trade 0.4097058402 5.4113546648
## Generic.top.level.domains..TLDs..th.pop..15.69 1.6978480044 2.3582735023
## Country.code.TLDs.th.pop..15.69 1.4336971964 1.8896985885
## GitHub.commits.mn.pop..15.69 1.8422515185 2.2445172956
## Mobile.app.creation.bn.PPP..GDP 0.8575578896 0.3038194781
## Dim.3 Dim.4
## Political.and.operational.stability 0.4559070807 1.7880141849
## Government.effectiveness 0.0013242270 1.3909961322
## Regulatory.quality 0.1624710702 1.5309118275
## Rule.of.law 0.0016791647 0.7484312373
## Cost.of.redudancy.dismissal 0.0885264451 0.3162411184
## Policies.for.doing.business 2.0402130768 5.2794023413
## Entrepreneurship.policies.and.culture. 0.1029720015 0.7651829544
## Expenditure.on.education....GDP 0.0395283036 0.4505999585
## Government.funding.pupil..secondary....GDP.cap 0.7082526062 0.1096092848
## School.life.expectancy..years 1.4421038958 0.0919948903
## PISA.scales.in.reading..maths.and.science 0.7257159475 0.0328887013
## Pupil.teacher.ratio..secondary 2.3777220207 1.5342286679
## Tertiary.enrolment....gross 2.6845419883 0.0279806687
## Graduates.in.science.and.engineering... 1.1547377868 0.0355614743
## Tertiary.inbound.mobility... 0.0915331119 1.6825019582
## Researchers..FTE.mn.pop. 0.0289032246 1.3255041389
## Gross.expenditure.on.R.D....GDP 0.6558703505 3.2041058885
## Global.corporate.R.D.investors..top.3..mn.US. 2.4122761933 2.0310911864
## QS.university.ranking..top.3 2.2455229706 0.0026038226
## ICT.access 2.3794391874 3.0317669366
## ICT.use 1.5303479630 1.1621510215
## Government.s.online.service 1.3269954945 0.1595432500
## E.participation 1.5907348153 0.0782586376
## Electricity.output..GWh.mn.pop. 0.2849360291 0.8564361343
## Logistics.performance 0.1085865250 0.0795096468
## Gross.capital.formation....GDP 0.2779442066 0.0462217702
## GDP.unit.of.energy.use 0.0097453924 1.3221269880
## Environmental.performance 1.4615747323 1.3766788699
## ISO.14001.environmental.certificates.bn.PPP..GDP 9.0231109414 0.3728558318
## Finance.for.startups.and.scaleups 0.1374256396 0.0282869358
## Domestic.credit.to.private.sector....GDP 0.7027428235 2.1222972172
## Loans.from.microfinance.institutions....GDP 0.0004213419 0.0304889743
## Market.capitalization....GDP 3.0796196396 4.7736784457
## Venture.capital.investors..deals.bn.PPP..GDP 0.8664589563 0.9432472120
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.1271479471 0.0250583599
## Venture.capital.received..value....GDP. 1.0521052478 1.4151663155
## Applied.tariff.rate..weighted.avg.... 2.9007995298 1.8606160545
## Domestic.industry.diversification 1.8750784039 0.0873073899
## Domestic.market.scale..bn.PPP. 1.8611024409 0.2076139177
## Knowledge.intensive.employment... 0.9033994171 0.0436580921
## Firms.offering.formal.training... 1.4233569054 4.2297550717
## GERD.performed.by.business....GDP 0.8205221551 4.1828140202
## GERD.financed.by.business... 0.2652978835 0.0788416224
## Females.employed.w.advanced.degrees... 2.1608314932 0.2899202103
## University.industry.R.D.collaboration. 1.2528439962 1.4588424293
## State.of.cluster.development.and.depth. 1.4733825878 3.0276291497
## GERD.financed.by.abroad....GDP 0.9735345132 4.4540089653
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.9674912560 1.7897240221
## Patent.families.bn.PPP..GDP 1.9872338802 1.9165988766
## Intellectual.property.payments....total.trade 0.3472048457 0.0002167638
## High.tech.imports....total.trade 0.0752046721 1.7490250960
## ICT.services.imports....total.trade 0.0650152939 0.4813167933
## FDI.net.inflows....GDP 1.9048574682 4.0369156556
## Research.talent....in.businesses 0.0064449131 0.8586430686
## Patents.by.origin.bn.PPP..GDP 1.3700080777 5.3645080243
## PCT.patents.by.origin.bn.PPP..GDP 1.6760149342 1.9618194073
## Utility.models.by.origin.bn.PPP..GDP 1.5756332752 1.0084008382
## Scientific.and.technical.articles.bn.PPP..GDP 0.3668358961 1.9297169555
## Citable.documents.H.index 1.8805830142 1.2540985488
## Labor.productivity.growth... 0.9729733040 1.2734584851
## New.businesses.th.pop..15.64 0.1998674558 3.2317903851
## Software.spending....GDP 0.3559073154 0.0824571599
## ISO.9001.quality.certificates.bn.PPP..GDP 9.9989211498 0.7937467286
## High.tech.manufacturing... 0.0677453306 0.2115739746
## Intellectual.property.receipts....total.trade 1.3379566905 0.8271293108
## Production.and.export.complexity 0.8607085065 0.7412256795
## High.tech.exports....total.trade 0.5991125884 0.0035615376
## ICT.services.exports....total.trade 1.3558552522 0.4497348483
## Intangible.asset.intensity..top.15.... 0.2021288220 0.1791292521
## Trademarks.by.origin.bn.PPP..GDP. 0.6642865789 0.0093494076
## Global.brand.value..top.5.000....GDP 4.1520581292 0.6326841236
## Industrial.designs.by.origin.bn.PPP..GDP. 0.0685322002 2.2205462384
## Cultural.and.creative.services.exports....total.trade 0.1544826876 0.0401629640
## National.feature.films.mn.pop..15.69 0.7979185293 1.0619459000
## Entertainment.and.media.market.th.pop..15.69 2.3895353277 0.9997616690
## Printing.and.other.media....manufacturing 2.1544695028 0.7233492387
## Creative.goods.exports....total.trade 0.3121030713 1.4025573453
## Generic.top.level.domains..TLDs..th.pop..15.69 1.2663838870 0.0316884981
## Country.code.TLDs.th.pop..15.69 0.0340851802 1.7784651584
## GitHub.commits.mn.pop..15.69 0.4344013535 0.0376186418
## Mobile.app.creation.bn.PPP..GDP 1.1087519359 0.8244494966
## Dim.5 Dim.6
## Political.and.operational.stability 4.683013e-02 0.298436287
## Government.effectiveness 1.816093e-01 0.117288184
## Regulatory.quality 1.292821e-01 0.066770572
## Rule.of.law 6.061704e-01 0.149636671
## Cost.of.redudancy.dismissal 6.533872e-02 0.151083085
## Policies.for.doing.business 8.502706e-01 0.157678597
## Entrepreneurship.policies.and.culture. 7.428230e-01 0.016383272
## Expenditure.on.education....GDP 3.721201e+00 1.418993643
## Government.funding.pupil..secondary....GDP.cap 6.719299e-01 0.010251535
## School.life.expectancy..years 2.914288e+00 1.678194613
## PISA.scales.in.reading..maths.and.science 5.747408e-01 0.095288818
## Pupil.teacher.ratio..secondary 5.460581e-01 0.005059976
## Tertiary.enrolment....gross 1.131808e+00 2.409514868
## Graduates.in.science.and.engineering... 1.734832e+00 0.202825359
## Tertiary.inbound.mobility... 7.910002e-03 0.004202095
## Researchers..FTE.mn.pop. 2.299938e-03 0.476263546
## Gross.expenditure.on.R.D....GDP 4.500141e-02 1.148793420
## Global.corporate.R.D.investors..top.3..mn.US. 1.908323e-03 0.287745717
## QS.university.ranking..top.3 2.480652e-03 0.023428918
## ICT.access 1.651017e+00 1.242577458
## ICT.use 1.354293e+00 0.819381119
## Government.s.online.service 1.458256e+00 1.187541436
## E.participation 1.589644e+00 1.300542471
## Electricity.output..GWh.mn.pop. 7.320944e+00 0.988691696
## Logistics.performance 1.185585e-01 0.108261789
## Gross.capital.formation....GDP 7.605855e-01 0.953090161
## GDP.unit.of.energy.use 3.971594e+00 1.304180127
## Environmental.performance 1.013442e+00 0.081861092
## ISO.14001.environmental.certificates.bn.PPP..GDP 6.710331e-01 1.245311410
## Finance.for.startups.and.scaleups 1.225089e+00 0.124390702
## Domestic.credit.to.private.sector....GDP 1.518426e-01 0.546814078
## Loans.from.microfinance.institutions....GDP 8.992857e-01 0.179195847
## Market.capitalization....GDP 9.207448e-04 0.225830934
## Venture.capital.investors..deals.bn.PPP..GDP 2.679134e+00 0.007385307
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.161588e+00 1.240338054
## Venture.capital.received..value....GDP. 2.186667e+00 0.274145602
## Applied.tariff.rate..weighted.avg.... 2.473115e-02 0.070833617
## Domestic.industry.diversification 9.353638e-02 0.068180189
## Domestic.market.scale..bn.PPP. 2.393895e-03 2.648221095
## Knowledge.intensive.employment... 7.182326e-04 0.004123052
## Firms.offering.formal.training... 5.627871e+00 0.563344627
## GERD.performed.by.business....GDP 6.859195e-02 0.992833993
## GERD.financed.by.business... 9.760285e-01 0.137131232
## Females.employed.w.advanced.degrees... 7.156810e-03 0.117063675
## University.industry.R.D.collaboration. 1.147759e-01 1.095960595
## State.of.cluster.development.and.depth. 4.973031e-01 0.038575836
## GERD.financed.by.abroad....GDP 1.822454e-01 5.849975762
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 3.463818e-01 0.151314907
## Patent.families.bn.PPP..GDP 4.316152e-01 0.072679262
## Intellectual.property.payments....total.trade 1.841981e+00 1.651007099
## High.tech.imports....total.trade 5.808788e+00 3.427548345
## ICT.services.imports....total.trade 2.753466e-01 0.057120571
## FDI.net.inflows....GDP 1.073502e+01 1.020310948
## Research.talent....in.businesses 8.017232e-01 0.141675566
## Patents.by.origin.bn.PPP..GDP 9.576280e-02 1.200270384
## PCT.patents.by.origin.bn.PPP..GDP 4.286557e-01 0.187120164
## Utility.models.by.origin.bn.PPP..GDP 1.317331e+00 1.160818619
## Scientific.and.technical.articles.bn.PPP..GDP 1.308338e+00 0.005561532
## Citable.documents.H.index 2.305028e-02 0.443563609
## Labor.productivity.growth... 1.187861e+00 0.323221555
## New.businesses.th.pop..15.64 6.857737e-01 3.440563164
## Software.spending....GDP 1.701789e+00 1.332207869
## ISO.9001.quality.certificates.bn.PPP..GDP 2.034516e-01 2.025520505
## High.tech.manufacturing... 1.755026e-01 0.726896425
## Intellectual.property.receipts....total.trade 8.540926e-01 0.009766584
## Production.and.export.complexity 2.803713e-02 1.308551221
## High.tech.exports....total.trade 1.358183e+00 3.668421031
## ICT.services.exports....total.trade 5.148103e-03 0.421383487
## Intangible.asset.intensity..top.15.... 5.862619e-01 0.369825927
## Trademarks.by.origin.bn.PPP..GDP. 2.073716e+00 18.056419666
## Global.brand.value..top.5.000....GDP 3.853722e-01 0.015618668
## Industrial.designs.by.origin.bn.PPP..GDP. 2.324878e+00 15.117629244
## Cultural.and.creative.services.exports....total.trade 4.463117e+00 0.149681549
## National.feature.films.mn.pop..15.69 4.256219e-01 0.346668250
## Entertainment.and.media.market.th.pop..15.69 5.941313e-02 0.022803057
## Printing.and.other.media....manufacturing 2.963991e-01 1.779481126
## Creative.goods.exports....total.trade 4.262748e+00 5.219479232
## Generic.top.level.domains..TLDs..th.pop..15.69 4.959370e-02 0.953904943
## Country.code.TLDs.th.pop..15.69 4.013042e-01 0.056548463
## GitHub.commits.mn.pop..15.69 6.176576e-01 1.407477242
## Mobile.app.creation.bn.PPP..GDP 4.654064e+00 1.595317652
## Dim.7 Dim.8
## Political.and.operational.stability 2.7976534060 1.354974e+00
## Government.effectiveness 0.7092579390 1.573429e-01
## Regulatory.quality 0.4743807406 6.082807e-01
## Rule.of.law 0.5795088773 2.220552e-01
## Cost.of.redudancy.dismissal 2.0008284340 6.063227e-01
## Policies.for.doing.business 0.2081901673 6.539934e-01
## Entrepreneurship.policies.and.culture. 5.6532156079 4.735445e-02
## Expenditure.on.education....GDP 1.2226759149 9.836956e+00
## Government.funding.pupil..secondary....GDP.cap 0.4117022068 3.064494e+00
## School.life.expectancy..years 0.0067718535 5.357553e-02
## PISA.scales.in.reading..maths.and.science 0.5543799636 1.444376e-02
## Pupil.teacher.ratio..secondary 1.0812608996 3.828859e-02
## Tertiary.enrolment....gross 0.0314332663 8.697936e-01
## Graduates.in.science.and.engineering... 1.0264236807 1.472764e+00
## Tertiary.inbound.mobility... 0.4003354119 5.171873e-01
## Researchers..FTE.mn.pop. 2.0317163066 1.001026e-01
## Gross.expenditure.on.R.D....GDP 0.3660240965 1.399162e-01
## Global.corporate.R.D.investors..top.3..mn.US. 0.1758260117 3.446921e-02
## QS.university.ranking..top.3 0.0001426790 1.116296e-01
## ICT.access 0.0563189647 8.437272e-04
## ICT.use 0.2435885980 4.156549e-02
## Government.s.online.service 1.8689904316 4.163834e-02
## E.participation 2.1157307555 7.262113e-06
## Electricity.output..GWh.mn.pop. 0.2758272868 1.320235e+00
## Logistics.performance 0.1124497997 6.141027e-01
## Gross.capital.formation....GDP 4.7720213300 8.312978e+00
## GDP.unit.of.energy.use 2.1050040255 1.313222e+01
## Environmental.performance 0.0315136943 1.034516e+00
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0177118092 3.541224e-01
## Finance.for.startups.and.scaleups 5.9389035056 1.735831e-01
## Domestic.credit.to.private.sector....GDP 3.6459705538 7.502540e-04
## Loans.from.microfinance.institutions....GDP 0.3229395272 3.287053e+00
## Market.capitalization....GDP 0.0353127744 9.072306e-01
## Venture.capital.investors..deals.bn.PPP..GDP 1.3008979171 9.033050e-01
## Venture.capital.recipients..deals.bn.PPP..GDP. 2.8101554707 5.616010e+00
## Venture.capital.received..value....GDP. 3.7797647816 7.830995e+00
## Applied.tariff.rate..weighted.avg.... 0.5223412187 5.713028e-01
## Domestic.industry.diversification 2.4355325416 5.601463e-01
## Domestic.market.scale..bn.PPP. 1.5646010177 6.847279e-01
## Knowledge.intensive.employment... 0.0216824021 6.480356e-02
## Firms.offering.formal.training... 0.8793543389 2.055329e+00
## GERD.performed.by.business....GDP 0.4360602765 3.333759e-02
## GERD.financed.by.business... 0.3032666337 3.640612e-01
## Females.employed.w.advanced.degrees... 0.0838822051 1.263619e-04
## University.industry.R.D.collaboration. 0.0002436697 5.154155e-01
## State.of.cluster.development.and.depth. 0.0084572979 1.175670e+00
## GERD.financed.by.abroad....GDP 0.0010775263 7.576247e-01
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.1283689937 1.864958e+00
## Patent.families.bn.PPP..GDP 0.0278125621 1.833255e-01
## Intellectual.property.payments....total.trade 1.6901567897 4.625374e+00
## High.tech.imports....total.trade 2.4093101937 3.780684e-01
## ICT.services.imports....total.trade 0.2877094613 9.277593e-02
## FDI.net.inflows....GDP 0.4104341440 5.331467e-01
## Research.talent....in.businesses 0.2957540226 3.249171e-01
## Patents.by.origin.bn.PPP..GDP 0.1963223217 9.091460e-04
## PCT.patents.by.origin.bn.PPP..GDP 0.0016886215 8.456954e-02
## Utility.models.by.origin.bn.PPP..GDP 4.6722621941 7.464498e-01
## Scientific.and.technical.articles.bn.PPP..GDP 0.0336973432 4.848625e-01
## Citable.documents.H.index 0.2698192643 1.674880e-05
## Labor.productivity.growth... 1.0375545877 4.182727e+00
## New.businesses.th.pop..15.64 1.3733289771 3.838399e-02
## Software.spending....GDP 0.5473788130 4.316485e-01
## ISO.9001.quality.certificates.bn.PPP..GDP 0.1554796387 2.899800e-02
## High.tech.manufacturing... 0.0446861883 3.209566e-03
## Intellectual.property.receipts....total.trade 0.2308082803 1.988818e-01
## Production.and.export.complexity 0.2286387811 5.789469e-02
## High.tech.exports....total.trade 0.0009804132 4.427190e-01
## ICT.services.exports....total.trade 9.0608497980 1.898870e+00
## Intangible.asset.intensity..top.15.... 4.3231964396 1.464415e-02
## Trademarks.by.origin.bn.PPP..GDP. 1.2677752878 7.702780e-01
## Global.brand.value..top.5.000....GDP 0.1551783011 1.611083e-03
## Industrial.designs.by.origin.bn.PPP..GDP. 0.8613167811 5.871301e-01
## Cultural.and.creative.services.exports....total.trade 5.2879052507 1.723425e-01
## National.feature.films.mn.pop..15.69 0.6094299575 2.035630e-01
## Entertainment.and.media.market.th.pop..15.69 0.3776732105 3.458832e-01
## Printing.and.other.media....manufacturing 3.4598770742 2.068472e+00
## Creative.goods.exports....total.trade 2.9498127573 5.081334e-01
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0375972823 6.022243e-01
## Country.code.TLDs.th.pop..15.69 1.3763793562 8.902019e-01
## GitHub.commits.mn.pop..15.69 0.0003012486 1.965669e-01
## Mobile.app.creation.bn.PPP..GDP 0.7691878468 6.778600e+00
## Dim.9 Dim.10
## Political.and.operational.stability 1.963460e+00 9.707523e-03
## Government.effectiveness 5.726217e-01 1.150602e-01
## Regulatory.quality 1.903564e-01 8.865860e-02
## Rule.of.law 3.995759e-01 1.765879e-04
## Cost.of.redudancy.dismissal 4.536649e+00 9.474102e+00
## Policies.for.doing.business 1.081358e+01 5.110886e-05
## Entrepreneurship.policies.and.culture. 7.359506e-01 1.080464e-01
## Expenditure.on.education....GDP 1.666892e-01 7.396296e+00
## Government.funding.pupil..secondary....GDP.cap 3.005891e+00 1.450473e+00
## School.life.expectancy..years 8.363171e-01 1.184859e+00
## PISA.scales.in.reading..maths.and.science 2.307051e-01 9.664779e-02
## Pupil.teacher.ratio..secondary 9.158153e-01 1.046182e+00
## Tertiary.enrolment....gross 1.019943e+00 5.885630e-01
## Graduates.in.science.and.engineering... 1.219968e+00 5.469449e-01
## Tertiary.inbound.mobility... 9.526433e-01 1.104543e+00
## Researchers..FTE.mn.pop. 3.730312e-02 4.859857e-02
## Gross.expenditure.on.R.D....GDP 5.016042e-01 1.339856e-02
## Global.corporate.R.D.investors..top.3..mn.US. 1.763201e-02 3.289028e-01
## QS.university.ranking..top.3 1.575708e+00 8.456256e-03
## ICT.access 5.847367e-05 3.374519e-01
## ICT.use 4.509205e-03 3.614683e-02
## Government.s.online.service 1.043414e+00 5.559595e-01
## E.participation 8.198628e-01 5.440320e-01
## Electricity.output..GWh.mn.pop. 1.205557e-01 7.137463e-05
## Logistics.performance 2.136175e-02 5.911424e-02
## Gross.capital.formation....GDP 1.026262e+01 2.326780e+00
## GDP.unit.of.energy.use 3.677098e-01 8.678150e-01
## Environmental.performance 3.775938e-02 2.606492e-01
## ISO.14001.environmental.certificates.bn.PPP..GDP 5.438244e-02 1.014384e+01
## Finance.for.startups.and.scaleups 6.715991e-04 1.033790e+00
## Domestic.credit.to.private.sector....GDP 2.956629e-02 1.154457e-01
## Loans.from.microfinance.institutions....GDP 4.637804e+00 1.562730e+00
## Market.capitalization....GDP 5.815192e+00 1.222047e+00
## Venture.capital.investors..deals.bn.PPP..GDP 1.770899e-01 2.782580e-01
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.921819e-02 6.065993e-01
## Venture.capital.received..value....GDP. 1.035805e-01 1.159973e+00
## Applied.tariff.rate..weighted.avg.... 2.203006e-02 1.871758e+00
## Domestic.industry.diversification 3.669761e-04 1.193470e+00
## Domestic.market.scale..bn.PPP. 2.501667e-01 1.711236e+00
## Knowledge.intensive.employment... 2.358464e+00 3.630908e-01
## Firms.offering.formal.training... 5.669222e+00 3.353714e+00
## GERD.performed.by.business....GDP 1.307840e+00 2.447989e-03
## GERD.financed.by.business... 2.091206e-02 1.630633e-01
## Females.employed.w.advanced.degrees... 1.304488e+00 8.796694e-01
## University.industry.R.D.collaboration. 6.654863e+00 5.393056e-04
## State.of.cluster.development.and.depth. 7.121385e+00 8.714070e-02
## GERD.financed.by.abroad....GDP 1.004033e+00 3.419562e-02
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 3.789186e-01 5.942665e-03
## Patent.families.bn.PPP..GDP 2.398066e-01 1.045833e-02
## Intellectual.property.payments....total.trade 6.804437e-01 2.943280e+00
## High.tech.imports....total.trade 4.715983e-01 2.527595e+00
## ICT.services.imports....total.trade 1.671569e+00 6.835358e-02
## FDI.net.inflows....GDP 1.918349e-01 1.119347e+00
## Research.talent....in.businesses 5.780133e-03 4.727534e-05
## Patents.by.origin.bn.PPP..GDP 3.100830e-01 2.213762e-01
## PCT.patents.by.origin.bn.PPP..GDP 3.267510e-01 1.075316e-03
## Utility.models.by.origin.bn.PPP..GDP 5.247215e-01 2.112622e+00
## Scientific.and.technical.articles.bn.PPP..GDP 1.768604e-02 2.920168e+00
## Citable.documents.H.index 7.784212e-01 1.407191e+00
## Labor.productivity.growth... 6.600199e+00 1.370016e-01
## New.businesses.th.pop..15.64 1.635576e-01 6.873967e-02
## Software.spending....GDP 7.389585e-01 4.531199e-02
## ISO.9001.quality.certificates.bn.PPP..GDP 1.079300e+00 3.922190e+00
## High.tech.manufacturing... 3.874563e-01 3.656762e-02
## Intellectual.property.receipts....total.trade 3.604902e-02 7.114175e-02
## Production.and.export.complexity 1.476540e-02 8.590285e-02
## High.tech.exports....total.trade 5.783658e-03 3.867664e-01
## ICT.services.exports....total.trade 2.584951e-02 8.295707e+00
## Intangible.asset.intensity..top.15.... 3.899011e-04 2.131169e-01
## Trademarks.by.origin.bn.PPP..GDP. 2.347377e-01 7.638847e-01
## Global.brand.value..top.5.000....GDP 1.208453e+00 1.106257e-01
## Industrial.designs.by.origin.bn.PPP..GDP. 1.288456e-01 1.171482e+00
## Cultural.and.creative.services.exports....total.trade 6.610066e-02 3.034751e-03
## National.feature.films.mn.pop..15.69 8.386284e-02 4.568760e-03
## Entertainment.and.media.market.th.pop..15.69 9.229526e-01 2.389490e-03
## Printing.and.other.media....manufacturing 1.065648e+00 1.313873e+01
## Creative.goods.exports....total.trade 2.151245e-01 5.259969e-01
## Generic.top.level.domains..TLDs..th.pop..15.69 7.208818e-01 1.013853e-02
## Country.code.TLDs.th.pop..15.69 2.740263e-01 4.526005e-01
## GitHub.commits.mn.pop..15.69 2.869640e-01 1.251918e+00
## Mobile.app.creation.bn.PPP..GDP 1.220941e+00 1.584037e+00
## Dim.11 Dim.12
## Political.and.operational.stability 5.010539e-02 8.387462e-01
## Government.effectiveness 3.682409e-01 1.234517e-01
## Regulatory.quality 4.081226e-01 7.489437e-02
## Rule.of.law 9.684466e-03 1.000887e-02
## Cost.of.redudancy.dismissal 7.678847e+00 2.520765e+00
## Policies.for.doing.business 1.017255e+00 4.317947e-03
## Entrepreneurship.policies.and.culture. 1.057917e+00 7.049706e+00
## Expenditure.on.education....GDP 3.579393e-02 1.941660e-01
## Government.funding.pupil..secondary....GDP.cap 2.081446e+01 2.256723e+00
## School.life.expectancy..years 7.048009e-01 5.765140e+00
## PISA.scales.in.reading..maths.and.science 5.467647e-01 3.291402e-02
## Pupil.teacher.ratio..secondary 8.552005e+00 3.913815e-01
## Tertiary.enrolment....gross 1.442142e+00 4.052370e+00
## Graduates.in.science.and.engineering... 1.170503e-01 3.825944e-01
## Tertiary.inbound.mobility... 5.529460e-01 1.704852e+00
## Researchers..FTE.mn.pop. 5.971302e-03 9.824677e-02
## Gross.expenditure.on.R.D....GDP 2.839868e-01 4.962151e-01
## Global.corporate.R.D.investors..top.3..mn.US. 1.109530e-01 3.410836e-01
## QS.university.ranking..top.3 1.231214e+00 2.153487e-01
## ICT.access 5.806447e-02 4.726313e-03
## ICT.use 5.403866e-03 1.065516e-02
## Government.s.online.service 2.162908e+00 2.199246e+00
## E.participation 2.849698e+00 2.970773e+00
## Electricity.output..GWh.mn.pop. 1.679287e-01 1.031441e+00
## Logistics.performance 4.583466e-03 4.292343e-03
## Gross.capital.formation....GDP 1.763736e-01 4.128420e-01
## GDP.unit.of.energy.use 1.147292e+00 1.051007e+01
## Environmental.performance 5.535769e-01 1.021309e+00
## ISO.14001.environmental.certificates.bn.PPP..GDP 1.006076e+00 6.714799e-01
## Finance.for.startups.and.scaleups 1.305209e-02 4.687577e+00
## Domestic.credit.to.private.sector....GDP 1.828919e-01 1.583158e-01
## Loans.from.microfinance.institutions....GDP 1.151107e+01 3.223630e-01
## Market.capitalization....GDP 1.555784e-01 7.663266e-01
## Venture.capital.investors..deals.bn.PPP..GDP 2.172181e-01 7.087167e-05
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.292327e-01 1.140165e-01
## Venture.capital.received..value....GDP. 1.417755e-04 9.363102e-02
## Applied.tariff.rate..weighted.avg.... 4.962899e-01 3.040604e-03
## Domestic.industry.diversification 5.534467e-03 1.065592e+01
## Domestic.market.scale..bn.PPP. 2.632755e-01 3.167430e-01
## Knowledge.intensive.employment... 4.754443e-01 4.575222e-03
## Firms.offering.formal.training... 1.093725e+00 1.680743e+00
## GERD.performed.by.business....GDP 3.457816e-01 1.643527e-01
## GERD.financed.by.business... 1.237910e-03 5.105506e-01
## Females.employed.w.advanced.degrees... 2.794843e+00 2.214122e-01
## University.industry.R.D.collaboration. 1.298070e+00 5.902390e-01
## State.of.cluster.development.and.depth. 3.511452e+00 3.372803e-01
## GERD.financed.by.abroad....GDP 3.299004e-01 2.618502e+00
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 3.181206e-04 2.147256e-02
## Patent.families.bn.PPP..GDP 7.913500e-02 1.652721e-02
## Intellectual.property.payments....total.trade 3.821137e-01 1.757453e+00
## High.tech.imports....total.trade 2.012084e+00 3.918948e-03
## ICT.services.imports....total.trade 2.596366e-02 4.333172e+00
## FDI.net.inflows....GDP 1.377973e+00 2.198991e+00
## Research.talent....in.businesses 9.884992e-03 3.434414e-01
## Patents.by.origin.bn.PPP..GDP 4.074247e-01 1.191785e-01
## PCT.patents.by.origin.bn.PPP..GDP 2.718750e-01 2.425808e-01
## Utility.models.by.origin.bn.PPP..GDP 1.554574e+00 1.034781e-01
## Scientific.and.technical.articles.bn.PPP..GDP 7.175391e-01 1.347072e+00
## Citable.documents.H.index 3.704007e-01 3.386565e-01
## Labor.productivity.growth... 3.699696e-01 3.888769e+00
## New.businesses.th.pop..15.64 1.008775e+00 1.284572e-02
## Software.spending....GDP 2.399599e-01 2.878120e+00
## ISO.9001.quality.certificates.bn.PPP..GDP 3.643486e+00 3.548929e-04
## High.tech.manufacturing... 5.435560e-02 2.767401e-01
## Intellectual.property.receipts....total.trade 2.649047e-01 7.753969e-01
## Production.and.export.complexity 5.185266e-02 3.137535e-03
## High.tech.exports....total.trade 1.690565e-01 3.558154e-01
## ICT.services.exports....total.trade 6.081548e-01 1.393719e-02
## Intangible.asset.intensity..top.15.... 2.276812e-01 1.425068e-01
## Trademarks.by.origin.bn.PPP..GDP. 1.048530e+00 4.830765e-01
## Global.brand.value..top.5.000....GDP 4.357110e-02 1.270480e+00
## Industrial.designs.by.origin.bn.PPP..GDP. 6.732672e+00 9.358358e-02
## Cultural.and.creative.services.exports....total.trade 6.267274e-02 3.318299e-01
## National.feature.films.mn.pop..15.69 1.055490e-01 6.002919e-02
## Entertainment.and.media.market.th.pop..15.69 2.842040e-02 1.849801e+00
## Printing.and.other.media....manufacturing 7.606915e-01 5.377271e+00
## Creative.goods.exports....total.trade 1.608962e-02 5.527643e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 8.363288e-02 3.279447e-01
## Country.code.TLDs.th.pop..15.69 7.727141e-01 7.635401e-01
## GitHub.commits.mn.pop..15.69 3.556482e-02 1.411933e+00
## Mobile.app.creation.bn.PPP..GDP 5.174952e-01 2.160041e-01
## Dim.13 Dim.14
## Political.and.operational.stability 4.887166e-03 2.501381e-01
## Government.effectiveness 3.713360e-02 3.623210e-02
## Regulatory.quality 1.267924e-02 9.509769e-03
## Rule.of.law 3.829733e-01 3.824662e-03
## Cost.of.redudancy.dismissal 1.180365e+00 4.093165e+00
## Policies.for.doing.business 2.771401e-01 3.641533e-02
## Entrepreneurship.policies.and.culture. 6.394258e+00 5.869410e+00
## Expenditure.on.education....GDP 9.235744e-01 3.955970e+00
## Government.funding.pupil..secondary....GDP.cap 7.173587e-02 2.709498e+00
## School.life.expectancy..years 1.299114e-02 4.981348e+00
## PISA.scales.in.reading..maths.and.science 1.046069e-01 2.245486e-01
## Pupil.teacher.ratio..secondary 7.886639e+00 1.930062e-02
## Tertiary.enrolment....gross 2.288717e-01 2.273178e+00
## Graduates.in.science.and.engineering... 1.588962e+01 1.054085e+01
## Tertiary.inbound.mobility... 5.516589e-03 1.116778e+00
## Researchers..FTE.mn.pop. 9.260677e-02 3.235140e-01
## Gross.expenditure.on.R.D....GDP 1.456837e-01 1.076385e-02
## Global.corporate.R.D.investors..top.3..mn.US. 1.907538e-01 5.324887e-02
## QS.university.ranking..top.3 1.926984e-01 1.011251e-01
## ICT.access 8.381576e-02 7.728082e-04
## ICT.use 4.955235e-03 7.604178e-01
## Government.s.online.service 6.304448e-01 1.050652e+00
## E.participation 1.259495e+00 1.873331e+00
## Electricity.output..GWh.mn.pop. 1.040942e-01 3.242801e-01
## Logistics.performance 6.259721e-01 7.232926e-03
## Gross.capital.formation....GDP 3.821045e-02 3.863004e+00
## GDP.unit.of.energy.use 1.256665e-02 1.214598e-03
## Environmental.performance 1.009085e+00 6.324783e-01
## ISO.14001.environmental.certificates.bn.PPP..GDP 3.077314e+00 6.467311e-01
## Finance.for.startups.and.scaleups 6.397564e+00 2.374887e+00
## Domestic.credit.to.private.sector....GDP 2.005705e+00 3.309515e+00
## Loans.from.microfinance.institutions....GDP 1.696147e+00 1.966805e+00
## Market.capitalization....GDP 2.526929e-03 1.542511e-01
## Venture.capital.investors..deals.bn.PPP..GDP 3.511527e-02 4.084147e-03
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.571623e-01 7.526060e-05
## Venture.capital.received..value....GDP. 4.054309e-03 1.329871e+00
## Applied.tariff.rate..weighted.avg.... 1.712098e+00 5.029740e-02
## Domestic.industry.diversification 2.039901e-01 3.148747e-01
## Domestic.market.scale..bn.PPP. 2.192493e-02 4.505782e-01
## Knowledge.intensive.employment... 2.568446e-01 2.413309e+00
## Firms.offering.formal.training... 6.653688e-01 2.149218e+00
## GERD.performed.by.business....GDP 1.808165e-01 1.066243e-01
## GERD.financed.by.business... 2.878978e-01 1.554121e-01
## Females.employed.w.advanced.degrees... 7.115329e-01 1.281330e+00
## University.industry.R.D.collaboration. 2.815899e-02 4.258356e-01
## State.of.cluster.development.and.depth. 7.152950e-04 1.689639e-01
## GERD.financed.by.abroad....GDP 8.723630e-01 1.623887e-01
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 9.560531e-03 4.425083e-04
## Patent.families.bn.PPP..GDP 6.832306e-01 1.005583e-01
## Intellectual.property.payments....total.trade 2.792993e+00 1.030147e+00
## High.tech.imports....total.trade 1.200466e+00 1.500813e+00
## ICT.services.imports....total.trade 1.932165e+00 2.235365e-01
## FDI.net.inflows....GDP 2.302513e-01 1.978729e+00
## Research.talent....in.businesses 1.658869e-04 7.249946e-02
## Patents.by.origin.bn.PPP..GDP 8.834049e-01 1.188959e-01
## PCT.patents.by.origin.bn.PPP..GDP 5.518349e-01 4.697162e-01
## Utility.models.by.origin.bn.PPP..GDP 7.338522e-01 5.681954e-02
## Scientific.and.technical.articles.bn.PPP..GDP 2.437787e+00 7.039861e-01
## Citable.documents.H.index 6.206199e-02 3.033046e-01
## Labor.productivity.growth... 9.407567e-01 1.178306e+01
## New.businesses.th.pop..15.64 4.730443e+00 3.710885e+00
## Software.spending....GDP 7.060383e-01 4.890986e-01
## ISO.9001.quality.certificates.bn.PPP..GDP 7.216347e-01 7.487021e-01
## High.tech.manufacturing... 4.733055e-01 3.856558e-01
## Intellectual.property.receipts....total.trade 2.809316e+00 2.074116e-01
## Production.and.export.complexity 1.119916e+00 1.890331e+00
## High.tech.exports....total.trade 2.317972e-01 3.626739e-01
## ICT.services.exports....total.trade 4.145619e-04 2.236043e+00
## Intangible.asset.intensity..top.15.... 1.207976e+00 2.211524e+00
## Trademarks.by.origin.bn.PPP..GDP. 3.257484e+00 5.657483e-02
## Global.brand.value..top.5.000....GDP 6.982503e-01 1.683582e-03
## Industrial.designs.by.origin.bn.PPP..GDP. 2.068346e-02 2.681115e-01
## Cultural.and.creative.services.exports....total.trade 3.406743e+00 1.778674e+00
## National.feature.films.mn.pop..15.69 5.468956e+00 1.567965e+00
## Entertainment.and.media.market.th.pop..15.69 5.505919e-02 1.545299e-03
## Printing.and.other.media....manufacturing 9.408149e-01 3.189325e-01
## Creative.goods.exports....total.trade 2.023537e+00 1.371659e-01
## Generic.top.level.domains..TLDs..th.pop..15.69 4.506295e-01 2.738315e-02
## Country.code.TLDs.th.pop..15.69 2.786175e+00 1.655910e-01
## GitHub.commits.mn.pop..15.69 2.430301e-02 1.217260e+00
## Mobile.app.creation.bn.PPP..GDP 2.873176e-01 1.287029e+00
## Dim.15 Dim.16
## Political.and.operational.stability 0.0019164509 1.001981e+00
## Government.effectiveness 0.0105939785 2.286637e-01
## Regulatory.quality 0.2401729988 9.372487e-01
## Rule.of.law 0.0763664332 6.532608e-01
## Cost.of.redudancy.dismissal 4.3060009868 4.583954e-01
## Policies.for.doing.business 0.0244709382 1.517658e+00
## Entrepreneurship.policies.and.culture. 0.0998884928 1.632789e+00
## Expenditure.on.education....GDP 0.0055621387 1.045124e+01
## Government.funding.pupil..secondary....GDP.cap 3.9075577335 5.592339e-01
## School.life.expectancy..years 2.5511661716 7.194268e-01
## PISA.scales.in.reading..maths.and.science 0.1235237513 1.172027e-01
## Pupil.teacher.ratio..secondary 7.1358217858 5.274231e+00
## Tertiary.enrolment....gross 0.1566938329 8.240485e-01
## Graduates.in.science.and.engineering... 9.5567764394 9.509330e-01
## Tertiary.inbound.mobility... 3.1812307236 3.324037e+00
## Researchers..FTE.mn.pop. 0.7230976468 1.749374e-02
## Gross.expenditure.on.R.D....GDP 0.0223626111 4.998317e-02
## Global.corporate.R.D.investors..top.3..mn.US. 0.0561341609 3.689454e-04
## QS.university.ranking..top.3 0.0230633836 8.480078e-02
## ICT.access 0.5109435848 4.774934e-03
## ICT.use 0.3757147574 1.245449e-01
## Government.s.online.service 0.5594471980 4.525282e-01
## E.participation 0.2623463958 5.090814e-01
## Electricity.output..GWh.mn.pop. 4.5555462925 4.928827e+00
## Logistics.performance 0.3405121862 1.293017e-01
## Gross.capital.formation....GDP 7.4313963746 7.838820e-01
## GDP.unit.of.energy.use 0.8335709028 4.108362e+00
## Environmental.performance 0.0409691862 2.403252e+00
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.1045332008 6.046505e-01
## Finance.for.startups.and.scaleups 0.0396458628 2.267413e+00
## Domestic.credit.to.private.sector....GDP 0.1103280116 1.004697e-01
## Loans.from.microfinance.institutions....GDP 2.2786235903 1.115563e+01
## Market.capitalization....GDP 0.0824520244 1.093184e-01
## Venture.capital.investors..deals.bn.PPP..GDP 0.0528326154 2.457888e-02
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.5094436502 1.395688e+00
## Venture.capital.received..value....GDP. 4.2801795224 3.341128e+00
## Applied.tariff.rate..weighted.avg.... 2.4581595132 3.002159e+00
## Domestic.industry.diversification 0.9619864674 1.495187e-01
## Domestic.market.scale..bn.PPP. 1.0036364121 5.808798e-06
## Knowledge.intensive.employment... 0.5201479979 4.638839e-02
## Firms.offering.formal.training... 0.2058346283 1.184337e-01
## GERD.performed.by.business....GDP 0.4124710352 1.083855e-05
## GERD.financed.by.business... 0.1424248806 4.893596e-02
## Females.employed.w.advanced.degrees... 0.8360041060 7.707397e-02
## University.industry.R.D.collaboration. 0.2615280682 1.721049e+00
## State.of.cluster.development.and.depth. 0.4154118551 9.998759e-01
## GERD.financed.by.abroad....GDP 2.1591122668 5.742917e-01
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0097360336 1.504958e+00
## Patent.families.bn.PPP..GDP 0.1678841844 2.850053e-03
## Intellectual.property.payments....total.trade 2.4204931336 5.232465e-04
## High.tech.imports....total.trade 0.0723762849 1.919560e-02
## ICT.services.imports....total.trade 2.4079337849 1.762701e+00
## FDI.net.inflows....GDP 1.5759478466 4.052356e+00
## Research.talent....in.businesses 0.0505046956 2.913554e-01
## Patents.by.origin.bn.PPP..GDP 0.0244166104 8.583284e-02
## PCT.patents.by.origin.bn.PPP..GDP 0.0863415887 1.973043e-01
## Utility.models.by.origin.bn.PPP..GDP 5.1225943358 6.161346e+00
## Scientific.and.technical.articles.bn.PPP..GDP 2.8412278525 8.005808e-02
## Citable.documents.H.index 0.0663172261 1.290449e-04
## Labor.productivity.growth... 2.6822843799 3.767275e+00
## New.businesses.th.pop..15.64 0.4257641717 2.338963e-01
## Software.spending....GDP 0.3002315727 4.184786e-02
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0017909727 5.034293e-01
## High.tech.manufacturing... 3.6883550520 1.129661e-03
## Intellectual.property.receipts....total.trade 0.0908493734 4.638492e-01
## Production.and.export.complexity 0.1276024891 1.224295e+00
## High.tech.exports....total.trade 0.1557608841 1.777837e+00
## ICT.services.exports....total.trade 1.6262951504 6.470798e+00
## Intangible.asset.intensity..top.15.... 1.3019648664 4.260099e-01
## Trademarks.by.origin.bn.PPP..GDP. 1.3940717178 3.322637e-01
## Global.brand.value..top.5.000....GDP 0.0363201737 6.247747e-02
## Industrial.designs.by.origin.bn.PPP..GDP. 0.7721029687 8.810772e-02
## Cultural.and.creative.services.exports....total.trade 1.5729995253 8.949346e-01
## National.feature.films.mn.pop..15.69 0.0002362225 2.842923e-01
## Entertainment.and.media.market.th.pop..15.69 0.0063900102 8.317871e-02
## Printing.and.other.media....manufacturing 2.7528759736 3.484822e-03
## Creative.goods.exports....total.trade 0.0524399223 1.006859e+00
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0003996752 1.055283e-01
## Country.code.TLDs.th.pop..15.69 3.0887060746 1.033964e-02
## GitHub.commits.mn.pop..15.69 0.0971106393 4.824751e-02
## Mobile.app.creation.bn.PPP..GDP 0.0320713624 2.714239e-02
## Dim.17 Dim.18
## Political.and.operational.stability 1.495521e-01 7.661055e-04
## Government.effectiveness 8.670069e-04 2.728096e-04
## Regulatory.quality 1.253844e-01 6.214424e-02
## Rule.of.law 7.819631e-05 3.735211e-05
## Cost.of.redudancy.dismissal 6.708238e+00 1.029765e-03
## Policies.for.doing.business 2.618157e+00 9.318155e-01
## Entrepreneurship.policies.and.culture. 2.599083e+00 2.010205e-01
## Expenditure.on.education....GDP 8.401279e-01 4.646123e-01
## Government.funding.pupil..secondary....GDP.cap 8.714754e-04 6.719346e-01
## School.life.expectancy..years 3.291006e-02 3.607654e-02
## PISA.scales.in.reading..maths.and.science 4.501144e-02 3.349021e-01
## Pupil.teacher.ratio..secondary 1.164085e-01 1.201199e-01
## Tertiary.enrolment....gross 8.259402e-02 4.681891e-01
## Graduates.in.science.and.engineering... 2.841755e+00 1.334050e+00
## Tertiary.inbound.mobility... 4.028492e+00 3.418240e+00
## Researchers..FTE.mn.pop. 3.309187e-02 2.438300e-01
## Gross.expenditure.on.R.D....GDP 1.011451e-01 3.071989e-01
## Global.corporate.R.D.investors..top.3..mn.US. 6.320929e-02 4.158743e-01
## QS.university.ranking..top.3 2.086960e-01 2.406686e-03
## ICT.access 2.073798e-01 2.191997e-01
## ICT.use 3.680264e-01 3.256018e-01
## Government.s.online.service 3.874374e+00 4.043492e-04
## E.participation 3.023635e+00 1.624042e-01
## Electricity.output..GWh.mn.pop. 3.042979e+00 2.805502e+00
## Logistics.performance 2.111890e-01 8.385209e-02
## Gross.capital.formation....GDP 2.856805e+00 1.608041e+01
## GDP.unit.of.energy.use 3.267119e+00 3.386164e+00
## Environmental.performance 1.207003e+00 8.185069e-02
## ISO.14001.environmental.certificates.bn.PPP..GDP 2.117590e-01 1.524274e+00
## Finance.for.startups.and.scaleups 1.725367e+00 3.620354e-02
## Domestic.credit.to.private.sector....GDP 1.870214e-02 2.836164e+00
## Loans.from.microfinance.institutions....GDP 1.244808e+01 4.807274e+00
## Market.capitalization....GDP 1.832367e-03 7.995132e-01
## Venture.capital.investors..deals.bn.PPP..GDP 3.182920e-01 2.796938e-01
## Venture.capital.recipients..deals.bn.PPP..GDP. 6.485318e-02 1.045489e+00
## Venture.capital.received..value....GDP. 4.632256e-01 3.026450e-01
## Applied.tariff.rate..weighted.avg.... 1.487446e+00 1.802020e+00
## Domestic.industry.diversification 1.883410e-01 2.449935e-01
## Domestic.market.scale..bn.PPP. 2.173852e-02 1.716398e-01
## Knowledge.intensive.employment... 3.022655e-02 3.187685e-01
## Firms.offering.formal.training... 1.675467e-01 1.552642e+00
## GERD.performed.by.business....GDP 1.647670e-01 9.468569e-01
## GERD.financed.by.business... 7.289207e-02 8.159469e-02
## Females.employed.w.advanced.degrees... 2.685430e-02 7.489538e-01
## University.industry.R.D.collaboration. 1.074137e+00 4.462806e-01
## State.of.cluster.development.and.depth. 1.116230e+00 4.376255e-01
## GERD.financed.by.abroad....GDP 1.614610e-01 8.845537e-01
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 4.959670e-01 2.831491e-01
## Patent.families.bn.PPP..GDP 2.057269e-01 6.594884e-02
## Intellectual.property.payments....total.trade 3.410124e-01 9.412042e-03
## High.tech.imports....total.trade 5.060514e+00 4.969838e-04
## ICT.services.imports....total.trade 8.355178e-01 6.280858e-03
## FDI.net.inflows....GDP 1.097005e-01 5.142643e+00
## Research.talent....in.businesses 2.491173e-01 6.630992e-02
## Patents.by.origin.bn.PPP..GDP 6.071438e-02 3.107162e-01
## PCT.patents.by.origin.bn.PPP..GDP 1.160953e-01 2.597271e-01
## Utility.models.by.origin.bn.PPP..GDP 3.129905e+00 3.607285e+00
## Scientific.and.technical.articles.bn.PPP..GDP 5.710549e-01 3.147865e-01
## Citable.documents.H.index 1.281614e-01 3.703694e-05
## Labor.productivity.growth... 8.543093e-01 1.124370e+01
## New.businesses.th.pop..15.64 3.577393e-02 1.109654e+00
## Software.spending....GDP 1.632097e+00 2.136439e+00
## ISO.9001.quality.certificates.bn.PPP..GDP 4.589902e-03 2.504334e+00
## High.tech.manufacturing... 6.170552e-02 3.400731e-01
## Intellectual.property.receipts....total.trade 1.031125e+00 1.670850e-01
## Production.and.export.complexity 6.993043e-01 3.868164e-01
## High.tech.exports....total.trade 5.133816e-01 6.343357e-02
## ICT.services.exports....total.trade 6.751961e+00 1.078600e+01
## Intangible.asset.intensity..top.15.... 3.910092e-03 2.482622e-03
## Trademarks.by.origin.bn.PPP..GDP. 2.352348e-02 2.289849e+00
## Global.brand.value..top.5.000....GDP 8.100938e-02 3.866359e-01
## Industrial.designs.by.origin.bn.PPP..GDP. 1.833866e+00 1.380403e+00
## Cultural.and.creative.services.exports....total.trade 2.703900e+00 1.622279e+00
## National.feature.films.mn.pop..15.69 1.163527e-01 1.573228e+00
## Entertainment.and.media.market.th.pop..15.69 1.596785e+00 1.171232e+00
## Printing.and.other.media....manufacturing 7.995496e+00 1.883301e-02
## Creative.goods.exports....total.trade 1.033290e+00 8.745172e-02
## Generic.top.level.domains..TLDs..th.pop..15.69 1.527355e-01 3.078443e-02
## Country.code.TLDs.th.pop..15.69 5.086645e-02 1.163811e+00
## GitHub.commits.mn.pop..15.69 3.442735e-02 1.308051e-02
## Mobile.app.creation.bn.PPP..GDP 3.068171e+00 2.850199e-02
## Dim.19 Dim.20
## Political.and.operational.stability 0.004118407 3.062585e+00
## Government.effectiveness 0.188182881 1.179199e+00
## Regulatory.quality 0.147471216 1.662340e-01
## Rule.of.law 0.018379103 4.239297e-01
## Cost.of.redudancy.dismissal 0.680824379 1.165485e+01
## Policies.for.doing.business 0.407552183 2.224727e+00
## Entrepreneurship.policies.and.culture. 0.565955542 1.024225e-01
## Expenditure.on.education....GDP 14.260687812 1.634390e+00
## Government.funding.pupil..secondary....GDP.cap 0.326557196 1.076853e-01
## School.life.expectancy..years 0.359042213 5.446322e-01
## PISA.scales.in.reading..maths.and.science 0.085374724 3.111330e-01
## Pupil.teacher.ratio..secondary 2.112421436 9.172323e+00
## Tertiary.enrolment....gross 0.163957245 2.278761e-01
## Graduates.in.science.and.engineering... 2.390167040 1.621996e+00
## Tertiary.inbound.mobility... 0.282226001 1.706580e+00
## Researchers..FTE.mn.pop. 0.386203748 3.594619e-01
## Gross.expenditure.on.R.D....GDP 1.273671073 5.976485e-02
## Global.corporate.R.D.investors..top.3..mn.US. 0.169416118 2.623243e-02
## QS.university.ranking..top.3 0.134079506 4.459651e-01
## ICT.access 1.243460406 2.354122e-01
## ICT.use 0.574931985 1.279183e-01
## Government.s.online.service 1.566805785 1.239743e-02
## E.participation 1.358814354 3.050514e-03
## Electricity.output..GWh.mn.pop. 0.048186884 5.292618e+00
## Logistics.performance 0.255870098 7.038266e-01
## Gross.capital.formation....GDP 1.715201445 3.875325e+00
## GDP.unit.of.energy.use 2.023749035 6.981415e-01
## Environmental.performance 0.160471576 5.991602e-02
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.827354713 3.656230e-02
## Finance.for.startups.and.scaleups 1.727681352 5.045299e-02
## Domestic.credit.to.private.sector....GDP 2.865775134 3.438958e-03
## Loans.from.microfinance.institutions....GDP 0.600104332 1.268986e+01
## Market.capitalization....GDP 0.042068318 2.563033e-01
## Venture.capital.investors..deals.bn.PPP..GDP 0.080737926 3.219324e-01
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.301066188 5.974566e-01
## Venture.capital.received..value....GDP. 3.371534135 1.774455e-02
## Applied.tariff.rate..weighted.avg.... 1.036371114 3.026552e-04
## Domestic.industry.diversification 1.350914575 1.573123e+00
## Domestic.market.scale..bn.PPP. 1.326762859 2.480501e-02
## Knowledge.intensive.employment... 1.189489080 5.509915e-01
## Firms.offering.formal.training... 4.947054174 4.988106e-02
## GERD.performed.by.business....GDP 1.953435628 1.610384e-04
## GERD.financed.by.business... 0.800388239 4.218555e-01
## Females.employed.w.advanced.degrees... 0.653844218 1.209900e+00
## University.industry.R.D.collaboration. 3.786435574 1.277652e+00
## State.of.cluster.development.and.depth. 1.239299061 3.533708e-01
## GERD.financed.by.abroad....GDP 0.050426863 3.465334e-01
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.020657765 4.233821e+00
## Patent.families.bn.PPP..GDP 0.238625335 4.301885e-03
## Intellectual.property.payments....total.trade 0.152765081 3.781348e+00
## High.tech.imports....total.trade 0.385771731 1.810693e-02
## ICT.services.imports....total.trade 2.033322971 7.007692e-01
## FDI.net.inflows....GDP 3.608094730 6.084072e-04
## Research.talent....in.businesses 0.104207626 1.369209e+00
## Patents.by.origin.bn.PPP..GDP 2.469157853 1.912199e-01
## PCT.patents.by.origin.bn.PPP..GDP 0.258040591 1.120970e-03
## Utility.models.by.origin.bn.PPP..GDP 4.751124298 3.364868e+00
## Scientific.and.technical.articles.bn.PPP..GDP 0.054902104 2.586054e-02
## Citable.documents.H.index 0.360142942 3.058808e-01
## Labor.productivity.growth... 3.812946640 8.577704e-02
## New.businesses.th.pop..15.64 0.387008862 7.881825e-01
## Software.spending....GDP 2.395806446 1.688503e+00
## ISO.9001.quality.certificates.bn.PPP..GDP 0.011870979 3.183219e-01
## High.tech.manufacturing... 1.701281172 8.295970e-03
## Intellectual.property.receipts....total.trade 0.016564820 2.470991e-01
## Production.and.export.complexity 0.126191874 1.860219e+00
## High.tech.exports....total.trade 0.308582639 1.964171e-01
## ICT.services.exports....total.trade 0.220434058 9.753676e-02
## Intangible.asset.intensity..top.15.... 0.887006941 7.105143e-01
## Trademarks.by.origin.bn.PPP..GDP. 3.998886275 2.344150e+00
## Global.brand.value..top.5.000....GDP 0.353024932 1.170899e+00
## Industrial.designs.by.origin.bn.PPP..GDP. 0.135897070 5.766365e-01
## Cultural.and.creative.services.exports....total.trade 0.526156279 1.684766e+00
## National.feature.films.mn.pop..15.69 0.191378424 3.044974e-02
## Entertainment.and.media.market.th.pop..15.69 0.003356184 2.625035e-01
## Printing.and.other.media....manufacturing 1.448009988 7.088823e-01
## Creative.goods.exports....total.trade 1.384663413 2.342245e+00
## Generic.top.level.domains..TLDs..th.pop..15.69 0.112216670 2.651988e-01
## Country.code.TLDs.th.pop..15.69 0.551611512 3.039439e+00
## GitHub.commits.mn.pop..15.69 0.672885414 3.892258e-01
## Mobile.app.creation.bn.PPP..GDP 5.262883505 1.364707e+00
## Dim.21 Dim.22
## Political.and.operational.stability 0.2020840119 7.674283e-01
## Government.effectiveness 0.0007506359 2.747162e-01
## Regulatory.quality 0.1167958709 1.128029e+00
## Rule.of.law 0.0840027893 3.615247e-01
## Cost.of.redudancy.dismissal 4.8698114290 8.437345e-01
## Policies.for.doing.business 0.0648477940 1.550341e-01
## Entrepreneurship.policies.and.culture. 1.5078576764 1.719596e-01
## Expenditure.on.education....GDP 0.7228907794 2.639154e-01
## Government.funding.pupil..secondary....GDP.cap 4.9523240112 9.505718e+00
## School.life.expectancy..years 1.8534108878 2.798497e+00
## PISA.scales.in.reading..maths.and.science 0.5468426797 2.789559e-01
## Pupil.teacher.ratio..secondary 0.4128685069 2.033455e-01
## Tertiary.enrolment....gross 0.4791400194 1.632569e+00
## Graduates.in.science.and.engineering... 0.7893783927 1.028718e+01
## Tertiary.inbound.mobility... 7.7862124630 1.954872e+00
## Researchers..FTE.mn.pop. 0.0510443062 1.569432e-01
## Gross.expenditure.on.R.D....GDP 0.1773461838 8.617932e-01
## Global.corporate.R.D.investors..top.3..mn.US. 0.0154198193 8.158300e-01
## QS.university.ranking..top.3 0.4150952422 2.915222e-01
## ICT.access 3.0815592506 1.954443e-01
## ICT.use 0.7012754086 2.509286e-02
## Government.s.online.service 0.2893599322 9.602016e-01
## E.participation 0.3675284951 6.396023e-01
## Electricity.output..GWh.mn.pop. 0.5909110305 1.995150e-02
## Logistics.performance 0.0494727052 2.166245e-01
## Gross.capital.formation....GDP 4.3071437067 3.260737e-01
## GDP.unit.of.energy.use 4.2944565135 2.979506e-01
## Environmental.performance 0.1325896655 6.834320e-02
## ISO.14001.environmental.certificates.bn.PPP..GDP 2.0649548002 6.665541e-02
## Finance.for.startups.and.scaleups 0.1044433068 3.527825e-01
## Domestic.credit.to.private.sector....GDP 0.4052959847 6.227172e+00
## Loans.from.microfinance.institutions....GDP 2.1974849717 1.457392e+00
## Market.capitalization....GDP 1.4329882837 4.477017e+00
## Venture.capital.investors..deals.bn.PPP..GDP 0.0527094008 6.114280e-02
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.4496755207 7.267802e-06
## Venture.capital.received..value....GDP. 2.2162800408 2.127475e-02
## Applied.tariff.rate..weighted.avg.... 0.0071777612 9.157594e-01
## Domestic.industry.diversification 0.0620853891 3.272993e+00
## Domestic.market.scale..bn.PPP. 3.0982987552 5.669576e+00
## Knowledge.intensive.employment... 0.2934931742 4.122180e-01
## Firms.offering.formal.training... 4.3399486860 5.332184e-01
## GERD.performed.by.business....GDP 0.0778629644 2.056415e+00
## GERD.financed.by.business... 0.0238752880 7.101372e-03
## Females.employed.w.advanced.degrees... 2.0458787142 1.748132e-03
## University.industry.R.D.collaboration. 2.0618800503 4.426371e-02
## State.of.cluster.development.and.depth. 1.1817528757 4.011849e-01
## GERD.financed.by.abroad....GDP 0.0005552744 6.843668e-04
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.7573383682 2.490092e-02
## Patent.families.bn.PPP..GDP 0.0026540392 7.940227e-02
## Intellectual.property.payments....total.trade 3.6880820625 5.509384e-01
## High.tech.imports....total.trade 1.2222454132 1.915939e-01
## ICT.services.imports....total.trade 0.9075224709 3.357153e+00
## FDI.net.inflows....GDP 4.9790465656 2.817109e+00
## Research.talent....in.businesses 0.5144799310 4.010618e-01
## Patents.by.origin.bn.PPP..GDP 0.6995529049 3.176485e+00
## PCT.patents.by.origin.bn.PPP..GDP 0.0437767778 1.325618e-02
## Utility.models.by.origin.bn.PPP..GDP 0.0247102141 2.306963e-01
## Scientific.and.technical.articles.bn.PPP..GDP 0.0071455556 1.850590e+00
## Citable.documents.H.index 1.2390003781 2.605615e+00
## Labor.productivity.growth... 0.1197005373 3.362372e+00
## New.businesses.th.pop..15.64 2.4970558697 8.754432e-01
## Software.spending....GDP 0.1147395544 2.720207e-01
## ISO.9001.quality.certificates.bn.PPP..GDP 0.5865623979 5.080471e-01
## High.tech.manufacturing... 0.0006868445 1.243873e+00
## Intellectual.property.receipts....total.trade 0.6902682347 2.200347e-01
## Production.and.export.complexity 0.6142957765 1.644544e-01
## High.tech.exports....total.trade 0.5454553363 1.126636e-01
## ICT.services.exports....total.trade 1.2488112334 2.583868e+00
## Intangible.asset.intensity..top.15.... 0.0126595863 2.378097e-01
## Trademarks.by.origin.bn.PPP..GDP. 0.9045849998 3.953903e+00
## Global.brand.value..top.5.000....GDP 0.0956698271 1.222348e-01
## Industrial.designs.by.origin.bn.PPP..GDP. 1.3026532742 8.012667e-02
## Cultural.and.creative.services.exports....total.trade 3.4107043813 1.141844e-01
## National.feature.films.mn.pop..15.69 0.6589740679 2.212425e+00
## Entertainment.and.media.market.th.pop..15.69 0.0207239580 1.727066e+00
## Printing.and.other.media....manufacturing 2.7371375582 3.908516e+00
## Creative.goods.exports....total.trade 4.2658771728 6.442808e-02
## Generic.top.level.domains..TLDs..th.pop..15.69 2.8267561137 2.199845e-01
## Country.code.TLDs.th.pop..15.69 0.0174391748 8.531252e-01
## GitHub.commits.mn.pop..15.69 0.8162619459 5.154741e-02
## Mobile.app.creation.bn.PPP..GDP 1.4483660252 3.316138e-01
## Dim.23 Dim.24
## Political.and.operational.stability 1.000374e-01 4.802498e-02
## Government.effectiveness 3.896242e-02 7.122256e-02
## Regulatory.quality 1.974384e-01 2.960167e-01
## Rule.of.law 2.277667e-02 4.331494e-02
## Cost.of.redudancy.dismissal 1.205544e+01 6.676503e-02
## Policies.for.doing.business 2.932557e-06 6.763429e-01
## Entrepreneurship.policies.and.culture. 1.598873e-03 5.175781e-02
## Expenditure.on.education....GDP 6.181724e-05 2.082760e-01
## Government.funding.pupil..secondary....GDP.cap 3.528561e-02 1.839248e+00
## School.life.expectancy..years 4.522472e-01 2.036454e-02
## PISA.scales.in.reading..maths.and.science 1.822702e-01 3.948885e-02
## Pupil.teacher.ratio..secondary 1.196816e+00 1.509822e-01
## Tertiary.enrolment....gross 2.929546e-02 4.838292e-01
## Graduates.in.science.and.engineering... 8.996663e-02 9.473378e-01
## Tertiary.inbound.mobility... 5.704945e+00 1.541944e+00
## Researchers..FTE.mn.pop. 1.663189e+00 2.675704e-01
## Gross.expenditure.on.R.D....GDP 2.016514e-01 2.320489e-02
## Global.corporate.R.D.investors..top.3..mn.US. 7.454322e-01 4.731916e-01
## QS.university.ranking..top.3 1.081186e+00 2.114737e+00
## ICT.access 2.275435e+00 9.767017e-02
## ICT.use 1.700761e+00 7.370467e-02
## Government.s.online.service 6.371529e-01 1.048725e+00
## E.participation 1.306847e+00 8.983318e-01
## Electricity.output..GWh.mn.pop. 1.347764e-01 2.444835e-01
## Logistics.performance 1.917812e-02 4.499978e-01
## Gross.capital.formation....GDP 6.245715e-01 1.879354e+00
## GDP.unit.of.energy.use 4.726199e-02 3.437976e+00
## Environmental.performance 5.362025e-02 7.996104e-02
## ISO.14001.environmental.certificates.bn.PPP..GDP 9.027284e-02 9.170423e-02
## Finance.for.startups.and.scaleups 9.141330e-02 3.047532e-02
## Domestic.credit.to.private.sector....GDP 3.409108e-03 7.864380e-01
## Loans.from.microfinance.institutions....GDP 6.710108e-03 2.482818e-01
## Market.capitalization....GDP 6.472517e+00 7.043005e+00
## Venture.capital.investors..deals.bn.PPP..GDP 3.737087e-01 3.718101e-01
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.534030e+00 9.889013e-05
## Venture.capital.received..value....GDP. 6.282053e-01 8.656695e-02
## Applied.tariff.rate..weighted.avg.... 9.912416e+00 2.033895e-03
## Domestic.industry.diversification 3.116284e-01 9.141433e-03
## Domestic.market.scale..bn.PPP. 1.748617e+00 2.589435e+00
## Knowledge.intensive.employment... 1.657584e+00 1.278659e-01
## Firms.offering.formal.training... 2.126048e+00 2.873067e+01
## GERD.performed.by.business....GDP 3.628265e-01 7.761904e-02
## GERD.financed.by.business... 9.965341e-01 3.826841e+00
## Females.employed.w.advanced.degrees... 1.178741e-01 1.821963e-01
## University.industry.R.D.collaboration. 9.096632e-05 5.441219e-03
## State.of.cluster.development.and.depth. 1.553929e-01 4.712004e-03
## GERD.financed.by.abroad....GDP 3.098523e-01 1.179934e-02
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 7.218885e-01 2.220352e-01
## Patent.families.bn.PPP..GDP 2.607152e-01 7.998915e-02
## Intellectual.property.payments....total.trade 4.435347e+00 6.458947e-01
## High.tech.imports....total.trade 1.939344e-03 1.436172e+00
## ICT.services.imports....total.trade 4.975002e-01 3.716951e+00
## FDI.net.inflows....GDP 2.420343e+00 4.089269e-02
## Research.talent....in.businesses 2.639587e+00 5.931378e+00
## Patents.by.origin.bn.PPP..GDP 9.789877e-01 5.366849e-01
## PCT.patents.by.origin.bn.PPP..GDP 1.019605e+00 2.861802e-01
## Utility.models.by.origin.bn.PPP..GDP 8.563667e-01 7.896078e-01
## Scientific.and.technical.articles.bn.PPP..GDP 4.964593e-01 1.091016e+00
## Citable.documents.H.index 2.372611e+00 2.016866e+00
## Labor.productivity.growth... 2.623820e+00 4.866845e-02
## New.businesses.th.pop..15.64 1.860063e-02 1.503074e+00
## Software.spending....GDP 4.756801e+00 2.111890e-02
## ISO.9001.quality.certificates.bn.PPP..GDP 6.715105e-01 1.082522e+00
## High.tech.manufacturing... 8.702577e-01 3.770139e-02
## Intellectual.property.receipts....total.trade 8.556572e-01 1.684639e+00
## Production.and.export.complexity 8.898819e-01 4.444297e-01
## High.tech.exports....total.trade 8.191337e-02 7.568713e-01
## ICT.services.exports....total.trade 3.018845e-02 3.488804e+00
## Intangible.asset.intensity..top.15.... 5.537620e-01 3.046337e+00
## Trademarks.by.origin.bn.PPP..GDP. 1.454300e-01 1.287083e-01
## Global.brand.value..top.5.000....GDP 2.648417e-02 2.233772e-01
## Industrial.designs.by.origin.bn.PPP..GDP. 1.560078e-01 7.597910e-04
## Cultural.and.creative.services.exports....total.trade 2.055225e+00 3.438474e+00
## National.feature.films.mn.pop..15.69 4.886583e-01 1.525917e+00
## Entertainment.and.media.market.th.pop..15.69 3.422177e+00 2.065364e+00
## Printing.and.other.media....manufacturing 8.640853e-01 6.395254e-01
## Creative.goods.exports....total.trade 1.650262e-01 9.152953e-01
## Generic.top.level.domains..TLDs..th.pop..15.69 1.204819e+00 5.460760e-02
## Country.code.TLDs.th.pop..15.69 2.773842e-01 2.409406e-03
## GitHub.commits.mn.pop..15.69 1.662072e+00 2.851278e-01
## Mobile.app.creation.bn.PPP..GDP 3.981554e+00 1.263805e-02
## Dim.25 Dim.26
## Political.and.operational.stability 1.599494e+00 1.791005e+00
## Government.effectiveness 3.045784e-01 1.398867e+00
## Regulatory.quality 1.440933e-01 1.253956e+00
## Rule.of.law 2.236948e-01 1.712274e+00
## Cost.of.redudancy.dismissal 2.373286e-01 6.957066e-02
## Policies.for.doing.business 2.342309e-01 1.018731e-01
## Entrepreneurship.policies.and.culture. 8.218857e-01 2.422299e+00
## Expenditure.on.education....GDP 1.978584e+00 1.230526e+00
## Government.funding.pupil..secondary....GDP.cap 1.857984e+00 3.269593e+00
## School.life.expectancy..years 2.383674e-01 1.758928e-01
## PISA.scales.in.reading..maths.and.science 5.051192e-01 1.093885e-02
## Pupil.teacher.ratio..secondary 4.380718e-01 5.285896e-01
## Tertiary.enrolment....gross 2.033437e-04 2.140980e-01
## Graduates.in.science.and.engineering... 1.866538e+00 4.142817e+00
## Tertiary.inbound.mobility... 7.726724e+00 1.898084e-04
## Researchers..FTE.mn.pop. 2.618126e+00 3.032909e-02
## Gross.expenditure.on.R.D....GDP 7.262733e-01 1.524061e+00
## Global.corporate.R.D.investors..top.3..mn.US. 1.673217e-01 2.237922e-01
## QS.university.ranking..top.3 2.908121e-01 9.256958e-02
## ICT.access 7.367934e-01 7.095506e-03
## ICT.use 3.481497e-01 3.404082e-02
## Government.s.online.service 9.561559e-01 4.914576e-02
## E.participation 4.671164e-01 2.055118e-01
## Electricity.output..GWh.mn.pop. 8.966607e-02 3.433924e-01
## Logistics.performance 1.343519e-01 7.795436e-02
## Gross.capital.formation....GDP 6.069233e+00 1.311934e-02
## GDP.unit.of.energy.use 7.992595e-02 6.461600e-01
## Environmental.performance 3.459489e+00 5.693188e-01
## ISO.14001.environmental.certificates.bn.PPP..GDP 4.266594e-01 7.925862e-01
## Finance.for.startups.and.scaleups 1.223150e+00 1.764148e+00
## Domestic.credit.to.private.sector....GDP 4.774619e+00 5.125911e-02
## Loans.from.microfinance.institutions....GDP 1.871723e-03 2.919060e-01
## Market.capitalization....GDP 1.493255e+00 2.189996e-01
## Venture.capital.investors..deals.bn.PPP..GDP 4.251317e-03 2.541031e-02
## Venture.capital.recipients..deals.bn.PPP..GDP. 8.371797e-02 1.455985e+00
## Venture.capital.received..value....GDP. 1.030882e+00 2.449456e+00
## Applied.tariff.rate..weighted.avg.... 2.557361e-01 7.516942e+00
## Domestic.industry.diversification 3.023692e+00 1.379750e-02
## Domestic.market.scale..bn.PPP. 4.210356e-01 5.169843e-01
## Knowledge.intensive.employment... 9.812428e-01 1.645220e+00
## Firms.offering.formal.training... 2.162135e+00 5.431674e+00
## GERD.performed.by.business....GDP 2.920145e-01 6.993399e-01
## GERD.financed.by.business... 4.349446e-01 2.330555e+00
## Females.employed.w.advanced.degrees... 3.209378e-03 1.145446e-03
## University.industry.R.D.collaboration. 2.845603e-01 1.351558e-01
## State.of.cluster.development.and.depth. 1.245590e+00 2.061405e+00
## GERD.financed.by.abroad....GDP 2.835265e+00 1.057006e+00
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 4.342594e-01 2.332994e-01
## Patent.families.bn.PPP..GDP 6.248576e-03 7.161255e-01
## Intellectual.property.payments....total.trade 2.908489e+00 1.234029e-01
## High.tech.imports....total.trade 8.836557e-01 5.294140e-03
## ICT.services.imports....total.trade 1.610537e+01 2.868541e+00
## FDI.net.inflows....GDP 9.179657e-01 1.527099e-01
## Research.talent....in.businesses 9.838302e-02 8.112704e-01
## Patents.by.origin.bn.PPP..GDP 6.215329e-03 1.802524e-01
## PCT.patents.by.origin.bn.PPP..GDP 3.279856e-02 1.012678e+00
## Utility.models.by.origin.bn.PPP..GDP 1.498794e+00 9.733889e+00
## Scientific.and.technical.articles.bn.PPP..GDP 3.294066e-03 9.115550e-01
## Citable.documents.H.index 6.250775e-02 2.032249e-02
## Labor.productivity.growth... 5.817139e-02 1.301172e-01
## New.businesses.th.pop..15.64 1.202984e+00 4.194182e+00
## Software.spending....GDP 1.344692e-01 2.985087e-01
## ISO.9001.quality.certificates.bn.PPP..GDP 2.798129e+00 1.499132e-01
## High.tech.manufacturing... 3.257218e-01 5.107446e-02
## Intellectual.property.receipts....total.trade 1.011383e+00 1.692091e-01
## Production.and.export.complexity 1.095366e+00 3.468764e-01
## High.tech.exports....total.trade 8.183485e-01 4.709573e-02
## ICT.services.exports....total.trade 3.685796e-01 1.238909e+00
## Intangible.asset.intensity..top.15.... 1.336318e-01 3.699172e+00
## Trademarks.by.origin.bn.PPP..GDP. 1.867356e-02 1.192725e+00
## Global.brand.value..top.5.000....GDP 7.379922e-01 2.481036e+00
## Industrial.designs.by.origin.bn.PPP..GDP. 6.381627e-01 8.020012e-01
## Cultural.and.creative.services.exports....total.trade 3.325176e+00 3.457337e+00
## National.feature.films.mn.pop..15.69 2.928747e+00 4.165294e-01
## Entertainment.and.media.market.th.pop..15.69 5.752219e-01 3.548872e-01
## Printing.and.other.media....manufacturing 1.596911e+00 1.247070e+01
## Creative.goods.exports....total.trade 2.315191e+00 5.658114e-01
## Generic.top.level.domains..TLDs..th.pop..15.69 5.967488e-01 4.302516e-01
## Country.code.TLDs.th.pop..15.69 4.097619e-01 1.677736e-03
## GitHub.commits.mn.pop..15.69 1.501553e-01 1.127975e-01
## Mobile.app.creation.bn.PPP..GDP 5.043522e-01 2.189037e-02
## Dim.27 Dim.28
## Political.and.operational.stability 3.050391e+00 1.424409e+00
## Government.effectiveness 5.296230e-01 7.449792e-01
## Regulatory.quality 1.467194e+00 3.078414e-04
## Rule.of.law 1.473232e+00 6.233908e-01
## Cost.of.redudancy.dismissal 1.477750e+00 1.944573e-02
## Policies.for.doing.business 2.370655e-01 1.389110e-01
## Entrepreneurship.policies.and.culture. 3.323675e+00 3.418281e+00
## Expenditure.on.education....GDP 6.223676e+00 5.648613e-02
## Government.funding.pupil..secondary....GDP.cap 1.602748e+00 3.297246e+00
## School.life.expectancy..years 1.513246e+00 5.032301e-02
## PISA.scales.in.reading..maths.and.science 7.214467e-01 6.080272e-02
## Pupil.teacher.ratio..secondary 1.174563e+00 3.435557e+00
## Tertiary.enrolment....gross 1.314426e-01 6.165860e-02
## Graduates.in.science.and.engineering... 6.500175e-02 2.569147e-02
## Tertiary.inbound.mobility... 2.699506e-01 3.215609e+00
## Researchers..FTE.mn.pop. 6.025971e-02 1.024473e-01
## Gross.expenditure.on.R.D....GDP 3.743557e-01 2.772876e-04
## Global.corporate.R.D.investors..top.3..mn.US. 3.019882e-01 1.261098e-02
## QS.university.ranking..top.3 4.810762e-01 2.728924e-01
## ICT.access 1.160581e+00 7.475714e+00
## ICT.use 6.626428e-01 3.576118e+00
## Government.s.online.service 4.702873e-01 1.155152e+00
## E.participation 3.853937e-01 3.694493e-01
## Electricity.output..GWh.mn.pop. 7.790827e-02 4.773876e-01
## Logistics.performance 6.965986e-01 6.900483e-02
## Gross.capital.formation....GDP 6.360587e-01 1.731380e+00
## GDP.unit.of.energy.use 2.788308e-01 1.236466e-01
## Environmental.performance 2.503069e-01 1.656244e-01
## ISO.14001.environmental.certificates.bn.PPP..GDP 1.466267e+00 8.078467e-02
## Finance.for.startups.and.scaleups 1.324993e+00 3.960646e+00
## Domestic.credit.to.private.sector....GDP 1.580682e+00 1.551527e-01
## Loans.from.microfinance.institutions....GDP 7.546286e-02 6.172929e-01
## Market.capitalization....GDP 1.987411e+00 5.397200e-01
## Venture.capital.investors..deals.bn.PPP..GDP 7.341461e-01 1.287997e-01
## Venture.capital.recipients..deals.bn.PPP..GDP. 3.954153e+00 6.087310e-01
## Venture.capital.received..value....GDP. 1.388095e+00 1.357489e+00
## Applied.tariff.rate..weighted.avg.... 9.087789e-02 1.562467e+01
## Domestic.industry.diversification 1.905416e+00 9.542580e-02
## Domestic.market.scale..bn.PPP. 1.652194e+00 4.633613e-02
## Knowledge.intensive.employment... 3.676529e-01 1.150364e-02
## Firms.offering.formal.training... 3.868746e+00 5.478781e-01
## GERD.performed.by.business....GDP 4.988999e-01 8.679165e-03
## GERD.financed.by.business... 4.616662e+00 3.571117e-02
## Females.employed.w.advanced.degrees... 2.145462e+00 1.278148e-01
## University.industry.R.D.collaboration. 7.318365e-01 9.371346e-03
## State.of.cluster.development.and.depth. 8.964015e-01 8.311855e-05
## GERD.financed.by.abroad....GDP 5.497995e-01 4.162139e-03
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 9.648566e-01 6.175352e-02
## Patent.families.bn.PPP..GDP 5.118258e-03 1.220408e-01
## Intellectual.property.payments....total.trade 4.987562e-01 3.944779e+00
## High.tech.imports....total.trade 2.012377e+00 1.240720e+00
## ICT.services.imports....total.trade 4.881733e+00 1.688019e+00
## FDI.net.inflows....GDP 2.243675e+00 5.848337e-01
## Research.talent....in.businesses 4.449041e-01 3.099721e-02
## Patents.by.origin.bn.PPP..GDP 4.954846e-01 1.366863e-01
## PCT.patents.by.origin.bn.PPP..GDP 1.651818e-01 2.308751e-04
## Utility.models.by.origin.bn.PPP..GDP 8.195485e-01 3.885116e-01
## Scientific.and.technical.articles.bn.PPP..GDP 9.357774e-03 8.014401e-01
## Citable.documents.H.index 1.971101e-01 7.057336e-01
## Labor.productivity.growth... 8.332031e-01 5.677199e+00
## New.businesses.th.pop..15.64 3.134403e-05 8.752941e-02
## Software.spending....GDP 1.760266e-01 6.878327e-01
## ISO.9001.quality.certificates.bn.PPP..GDP 1.637370e-01 3.036866e-01
## High.tech.manufacturing... 1.479396e+00 7.640630e-01
## Intellectual.property.receipts....total.trade 1.112166e+00 8.417934e-01
## Production.and.export.complexity 9.874623e-01 3.062129e-01
## High.tech.exports....total.trade 2.946976e-01 6.045566e-01
## ICT.services.exports....total.trade 3.741673e+00 1.242241e+00
## Intangible.asset.intensity..top.15.... 1.159614e+00 5.393933e-01
## Trademarks.by.origin.bn.PPP..GDP. 3.929810e+00 1.461976e+00
## Global.brand.value..top.5.000....GDP 2.738049e-01 2.488755e-01
## Industrial.designs.by.origin.bn.PPP..GDP. 7.319424e-01 5.396805e+00
## Cultural.and.creative.services.exports....total.trade 1.580673e+00 4.136994e-03
## National.feature.films.mn.pop..15.69 7.949964e-01 3.537247e-01
## Entertainment.and.media.market.th.pop..15.69 9.455840e-03 3.412979e-03
## Printing.and.other.media....manufacturing 3.518917e+00 1.147166e+00
## Creative.goods.exports....total.trade 8.797792e-01 1.242002e+00
## Generic.top.level.domains..TLDs..th.pop..15.69 1.334217e+00 1.649545e+00
## Country.code.TLDs.th.pop..15.69 5.042630e-01 2.453159e+00
## GitHub.commits.mn.pop..15.69 4.116539e-02 6.063096e+00
## Mobile.app.creation.bn.PPP..GDP 4.782413e+00 3.150789e+00
## Dim.29 Dim.30
## Political.and.operational.stability 1.6651981975 0.8289811827
## Government.effectiveness 2.4240616750 0.3861884970
## Regulatory.quality 2.3011961972 0.8450020876
## Rule.of.law 2.3629156402 0.8234929158
## Cost.of.redudancy.dismissal 0.1782627971 1.7470052805
## Policies.for.doing.business 0.9656517710 0.4343648173
## Entrepreneurship.policies.and.culture. 1.0116815348 1.5883904881
## Expenditure.on.education....GDP 0.3110912746 0.6833645231
## Government.funding.pupil..secondary....GDP.cap 0.4936971470 0.1699640842
## School.life.expectancy..years 1.3820812166 0.1182943765
## PISA.scales.in.reading..maths.and.science 2.3187408056 0.0967768460
## Pupil.teacher.ratio..secondary 0.5333854371 0.0010083739
## Tertiary.enrolment....gross 1.5030599101 0.0890582725
## Graduates.in.science.and.engineering... 0.3816922936 0.7254699349
## Tertiary.inbound.mobility... 0.9619779390 1.8872629475
## Researchers..FTE.mn.pop. 2.2408887792 0.1472259006
## Gross.expenditure.on.R.D....GDP 2.1187434454 0.0243695698
## Global.corporate.R.D.investors..top.3..mn.US. 1.9698304904 0.4055941537
## QS.university.ranking..top.3 1.8755334403 2.0889366849
## ICT.access 1.5410936626 0.1418939396
## ICT.use 2.0853537475 0.0454698757
## Government.s.online.service 1.6040094489 0.6604128730
## E.participation 1.5070715633 0.8165229024
## Electricity.output..GWh.mn.pop. 1.1702354905 0.0441134407
## Logistics.performance 2.4113417009 0.3673898836
## Gross.capital.formation....GDP 0.0024472890 0.3083686769
## GDP.unit.of.energy.use 0.2516615903 0.2845337304
## Environmental.performance 1.5797998841 1.6044148149
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.4476457131 0.0610354386
## Finance.for.startups.and.scaleups 1.1165129065 2.5278357410
## Domestic.credit.to.private.sector....GDP 1.4308216647 0.3845711273
## Loans.from.microfinance.institutions....GDP 0.3072140907 0.3263745213
## Market.capitalization....GDP 0.6806224275 0.9430998628
## Venture.capital.investors..deals.bn.PPP..GDP 1.3134944645 3.7115415899
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.3112945549 1.4292164298
## Venture.capital.received..value....GDP. 0.9448176366 0.3218612733
## Applied.tariff.rate..weighted.avg.... 1.0616900147 0.0103585008
## Domestic.industry.diversification 0.9450008932 2.6936062188
## Domestic.market.scale..bn.PPP. 0.5390332665 7.3778265826
## Knowledge.intensive.employment... 1.9302594793 0.7899193940
## Firms.offering.formal.training... 0.0013321236 0.1085193219
## GERD.performed.by.business....GDP 1.8955307972 0.1217398212
## GERD.financed.by.business... 1.9289592924 1.1862928575
## Females.employed.w.advanced.degrees... 1.7794539963 0.5255937658
## University.industry.R.D.collaboration. 1.5926959212 0.0501065453
## State.of.cluster.development.and.depth. 1.2632037775 0.7024084488
## GERD.financed.by.abroad....GDP 1.0171776379 1.1892663609
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 1.3926843595 3.7621344271
## Patent.families.bn.PPP..GDP 2.1244672219 0.3868356560
## Intellectual.property.payments....total.trade 1.1040598720 0.0824343236
## High.tech.imports....total.trade 0.2401787018 5.5260507566
## ICT.services.imports....total.trade 0.8717006647 3.4755018955
## FDI.net.inflows....GDP 0.0007107491 1.1651041900
## Research.talent....in.businesses 2.0451869302 1.0236598955
## Patents.by.origin.bn.PPP..GDP 1.5625902832 0.2500223751
## PCT.patents.by.origin.bn.PPP..GDP 2.0501811018 0.5873881012
## Utility.models.by.origin.bn.PPP..GDP 0.0602395821 4.1006911432
## Scientific.and.technical.articles.bn.PPP..GDP 1.5144965165 1.3596684440
## Citable.documents.H.index 1.8403427214 1.1235476983
## Labor.productivity.growth... 0.1722103776 1.1403902575
## New.businesses.th.pop..15.64 0.7085035280 4.0683526936
## Software.spending....GDP 1.6231824024 0.4290714596
## ISO.9001.quality.certificates.bn.PPP..GDP 0.3955991039 0.0142474383
## High.tech.manufacturing... 1.7547403585 3.0532095846
## Intellectual.property.receipts....total.trade 1.8398882887 0.8307730974
## Production.and.export.complexity 1.5629329333 3.2114861799
## High.tech.exports....total.trade 1.4713888303 3.7499599635
## ICT.services.exports....total.trade 0.2844004074 0.5403000723
## Intangible.asset.intensity..top.15.... 1.5260736078 1.1194989531
## Trademarks.by.origin.bn.PPP..GDP. 0.3795774585 0.3243533124
## Global.brand.value..top.5.000....GDP 1.5803106738 0.7680193879
## Industrial.designs.by.origin.bn.PPP..GDP. 0.4997463933 1.0256109420
## Cultural.and.creative.services.exports....total.trade 0.8990497276 1.8451750916
## National.feature.films.mn.pop..15.69 1.5045248486 0.5570176072
## Entertainment.and.media.market.th.pop..15.69 1.8903653936 0.0003556051
## Printing.and.other.media....manufacturing 0.2001414862 0.4464310428
## Creative.goods.exports....total.trade 0.4097058402 5.4113546648
## Generic.top.level.domains..TLDs..th.pop..15.69 1.6978480044 2.3582735023
## Country.code.TLDs.th.pop..15.69 1.4336971964 1.8896985885
## GitHub.commits.mn.pop..15.69 1.8422515185 2.2445172956
## Mobile.app.creation.bn.PPP..GDP 0.8575578896 0.3038194781
## Dim.31 Dim.32
## Political.and.operational.stability 0.4559070807 1.7880141849
## Government.effectiveness 0.0013242270 1.3909961322
## Regulatory.quality 0.1624710702 1.5309118275
## Rule.of.law 0.0016791647 0.7484312373
## Cost.of.redudancy.dismissal 0.0885264451 0.3162411184
## Policies.for.doing.business 2.0402130768 5.2794023413
## Entrepreneurship.policies.and.culture. 0.1029720015 0.7651829544
## Expenditure.on.education....GDP 0.0395283036 0.4505999585
## Government.funding.pupil..secondary....GDP.cap 0.7082526062 0.1096092848
## School.life.expectancy..years 1.4421038958 0.0919948903
## PISA.scales.in.reading..maths.and.science 0.7257159475 0.0328887013
## Pupil.teacher.ratio..secondary 2.3777220207 1.5342286679
## Tertiary.enrolment....gross 2.6845419883 0.0279806687
## Graduates.in.science.and.engineering... 1.1547377868 0.0355614743
## Tertiary.inbound.mobility... 0.0915331119 1.6825019582
## Researchers..FTE.mn.pop. 0.0289032246 1.3255041389
## Gross.expenditure.on.R.D....GDP 0.6558703505 3.2041058885
## Global.corporate.R.D.investors..top.3..mn.US. 2.4122761933 2.0310911864
## QS.university.ranking..top.3 2.2455229706 0.0026038226
## ICT.access 2.3794391874 3.0317669366
## ICT.use 1.5303479630 1.1621510215
## Government.s.online.service 1.3269954945 0.1595432500
## E.participation 1.5907348153 0.0782586376
## Electricity.output..GWh.mn.pop. 0.2849360291 0.8564361343
## Logistics.performance 0.1085865250 0.0795096468
## Gross.capital.formation....GDP 0.2779442066 0.0462217702
## GDP.unit.of.energy.use 0.0097453924 1.3221269880
## Environmental.performance 1.4615747323 1.3766788699
## ISO.14001.environmental.certificates.bn.PPP..GDP 9.0231109414 0.3728558318
## Finance.for.startups.and.scaleups 0.1374256396 0.0282869358
## Domestic.credit.to.private.sector....GDP 0.7027428235 2.1222972172
## Loans.from.microfinance.institutions....GDP 0.0004213419 0.0304889743
## Market.capitalization....GDP 3.0796196396 4.7736784457
## Venture.capital.investors..deals.bn.PPP..GDP 0.8664589563 0.9432472120
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.1271479471 0.0250583599
## Venture.capital.received..value....GDP. 1.0521052478 1.4151663155
## Applied.tariff.rate..weighted.avg.... 2.9007995298 1.8606160545
## Domestic.industry.diversification 1.8750784039 0.0873073899
## Domestic.market.scale..bn.PPP. 1.8611024409 0.2076139177
## Knowledge.intensive.employment... 0.9033994171 0.0436580921
## Firms.offering.formal.training... 1.4233569054 4.2297550717
## GERD.performed.by.business....GDP 0.8205221551 4.1828140202
## GERD.financed.by.business... 0.2652978835 0.0788416224
## Females.employed.w.advanced.degrees... 2.1608314932 0.2899202103
## University.industry.R.D.collaboration. 1.2528439962 1.4588424293
## State.of.cluster.development.and.depth. 1.4733825878 3.0276291497
## GERD.financed.by.abroad....GDP 0.9735345132 4.4540089653
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.9674912560 1.7897240221
## Patent.families.bn.PPP..GDP 1.9872338802 1.9165988766
## Intellectual.property.payments....total.trade 0.3472048457 0.0002167638
## High.tech.imports....total.trade 0.0752046721 1.7490250960
## ICT.services.imports....total.trade 0.0650152939 0.4813167933
## FDI.net.inflows....GDP 1.9048574682 4.0369156556
## Research.talent....in.businesses 0.0064449131 0.8586430686
## Patents.by.origin.bn.PPP..GDP 1.3700080777 5.3645080243
## PCT.patents.by.origin.bn.PPP..GDP 1.6760149342 1.9618194073
## Utility.models.by.origin.bn.PPP..GDP 1.5756332752 1.0084008382
## Scientific.and.technical.articles.bn.PPP..GDP 0.3668358961 1.9297169555
## Citable.documents.H.index 1.8805830142 1.2540985488
## Labor.productivity.growth... 0.9729733040 1.2734584851
## New.businesses.th.pop..15.64 0.1998674558 3.2317903851
## Software.spending....GDP 0.3559073154 0.0824571599
## ISO.9001.quality.certificates.bn.PPP..GDP 9.9989211498 0.7937467286
## High.tech.manufacturing... 0.0677453306 0.2115739746
## Intellectual.property.receipts....total.trade 1.3379566905 0.8271293108
## Production.and.export.complexity 0.8607085065 0.7412256795
## High.tech.exports....total.trade 0.5991125884 0.0035615376
## ICT.services.exports....total.trade 1.3558552522 0.4497348483
## Intangible.asset.intensity..top.15.... 0.2021288220 0.1791292521
## Trademarks.by.origin.bn.PPP..GDP. 0.6642865789 0.0093494076
## Global.brand.value..top.5.000....GDP 4.1520581292 0.6326841236
## Industrial.designs.by.origin.bn.PPP..GDP. 0.0685322002 2.2205462384
## Cultural.and.creative.services.exports....total.trade 0.1544826876 0.0401629640
## National.feature.films.mn.pop..15.69 0.7979185293 1.0619459000
## Entertainment.and.media.market.th.pop..15.69 2.3895353277 0.9997616690
## Printing.and.other.media....manufacturing 2.1544695028 0.7233492387
## Creative.goods.exports....total.trade 0.3121030713 1.4025573453
## Generic.top.level.domains..TLDs..th.pop..15.69 1.2663838870 0.0316884981
## Country.code.TLDs.th.pop..15.69 0.0340851802 1.7784651584
## GitHub.commits.mn.pop..15.69 0.4344013535 0.0376186418
## Mobile.app.creation.bn.PPP..GDP 1.1087519359 0.8244494966
## Dim.33 Dim.34
## Political.and.operational.stability 4.683013e-02 0.298436287
## Government.effectiveness 1.816093e-01 0.117288184
## Regulatory.quality 1.292821e-01 0.066770572
## Rule.of.law 6.061704e-01 0.149636671
## Cost.of.redudancy.dismissal 6.533872e-02 0.151083085
## Policies.for.doing.business 8.502706e-01 0.157678597
## Entrepreneurship.policies.and.culture. 7.428230e-01 0.016383272
## Expenditure.on.education....GDP 3.721201e+00 1.418993643
## Government.funding.pupil..secondary....GDP.cap 6.719299e-01 0.010251535
## School.life.expectancy..years 2.914288e+00 1.678194613
## PISA.scales.in.reading..maths.and.science 5.747408e-01 0.095288818
## Pupil.teacher.ratio..secondary 5.460581e-01 0.005059976
## Tertiary.enrolment....gross 1.131808e+00 2.409514868
## Graduates.in.science.and.engineering... 1.734832e+00 0.202825359
## Tertiary.inbound.mobility... 7.910002e-03 0.004202095
## Researchers..FTE.mn.pop. 2.299938e-03 0.476263546
## Gross.expenditure.on.R.D....GDP 4.500141e-02 1.148793420
## Global.corporate.R.D.investors..top.3..mn.US. 1.908323e-03 0.287745717
## QS.university.ranking..top.3 2.480652e-03 0.023428918
## ICT.access 1.651017e+00 1.242577458
## ICT.use 1.354293e+00 0.819381119
## Government.s.online.service 1.458256e+00 1.187541436
## E.participation 1.589644e+00 1.300542471
## Electricity.output..GWh.mn.pop. 7.320944e+00 0.988691696
## Logistics.performance 1.185585e-01 0.108261789
## Gross.capital.formation....GDP 7.605855e-01 0.953090161
## GDP.unit.of.energy.use 3.971594e+00 1.304180127
## Environmental.performance 1.013442e+00 0.081861092
## ISO.14001.environmental.certificates.bn.PPP..GDP 6.710331e-01 1.245311410
## Finance.for.startups.and.scaleups 1.225089e+00 0.124390702
## Domestic.credit.to.private.sector....GDP 1.518426e-01 0.546814078
## Loans.from.microfinance.institutions....GDP 8.992857e-01 0.179195847
## Market.capitalization....GDP 9.207448e-04 0.225830934
## Venture.capital.investors..deals.bn.PPP..GDP 2.679134e+00 0.007385307
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.161588e+00 1.240338054
## Venture.capital.received..value....GDP. 2.186667e+00 0.274145602
## Applied.tariff.rate..weighted.avg.... 2.473115e-02 0.070833617
## Domestic.industry.diversification 9.353638e-02 0.068180189
## Domestic.market.scale..bn.PPP. 2.393895e-03 2.648221095
## Knowledge.intensive.employment... 7.182326e-04 0.004123052
## Firms.offering.formal.training... 5.627871e+00 0.563344627
## GERD.performed.by.business....GDP 6.859195e-02 0.992833993
## GERD.financed.by.business... 9.760285e-01 0.137131232
## Females.employed.w.advanced.degrees... 7.156810e-03 0.117063675
## University.industry.R.D.collaboration. 1.147759e-01 1.095960595
## State.of.cluster.development.and.depth. 4.973031e-01 0.038575836
## GERD.financed.by.abroad....GDP 1.822454e-01 5.849975762
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 3.463818e-01 0.151314907
## Patent.families.bn.PPP..GDP 4.316152e-01 0.072679262
## Intellectual.property.payments....total.trade 1.841981e+00 1.651007099
## High.tech.imports....total.trade 5.808788e+00 3.427548345
## ICT.services.imports....total.trade 2.753466e-01 0.057120571
## FDI.net.inflows....GDP 1.073502e+01 1.020310948
## Research.talent....in.businesses 8.017232e-01 0.141675566
## Patents.by.origin.bn.PPP..GDP 9.576280e-02 1.200270384
## PCT.patents.by.origin.bn.PPP..GDP 4.286557e-01 0.187120164
## Utility.models.by.origin.bn.PPP..GDP 1.317331e+00 1.160818619
## Scientific.and.technical.articles.bn.PPP..GDP 1.308338e+00 0.005561532
## Citable.documents.H.index 2.305028e-02 0.443563609
## Labor.productivity.growth... 1.187861e+00 0.323221555
## New.businesses.th.pop..15.64 6.857737e-01 3.440563164
## Software.spending....GDP 1.701789e+00 1.332207869
## ISO.9001.quality.certificates.bn.PPP..GDP 2.034516e-01 2.025520505
## High.tech.manufacturing... 1.755026e-01 0.726896425
## Intellectual.property.receipts....total.trade 8.540926e-01 0.009766584
## Production.and.export.complexity 2.803713e-02 1.308551221
## High.tech.exports....total.trade 1.358183e+00 3.668421031
## ICT.services.exports....total.trade 5.148103e-03 0.421383487
## Intangible.asset.intensity..top.15.... 5.862619e-01 0.369825927
## Trademarks.by.origin.bn.PPP..GDP. 2.073716e+00 18.056419666
## Global.brand.value..top.5.000....GDP 3.853722e-01 0.015618668
## Industrial.designs.by.origin.bn.PPP..GDP. 2.324878e+00 15.117629244
## Cultural.and.creative.services.exports....total.trade 4.463117e+00 0.149681549
## National.feature.films.mn.pop..15.69 4.256219e-01 0.346668250
## Entertainment.and.media.market.th.pop..15.69 5.941313e-02 0.022803057
## Printing.and.other.media....manufacturing 2.963991e-01 1.779481126
## Creative.goods.exports....total.trade 4.262748e+00 5.219479232
## Generic.top.level.domains..TLDs..th.pop..15.69 4.959370e-02 0.953904943
## Country.code.TLDs.th.pop..15.69 4.013042e-01 0.056548463
## GitHub.commits.mn.pop..15.69 6.176576e-01 1.407477242
## Mobile.app.creation.bn.PPP..GDP 4.654064e+00 1.595317652
## Dim.35 Dim.36
## Political.and.operational.stability 2.7976534060 1.354974e+00
## Government.effectiveness 0.7092579390 1.573429e-01
## Regulatory.quality 0.4743807406 6.082807e-01
## Rule.of.law 0.5795088773 2.220552e-01
## Cost.of.redudancy.dismissal 2.0008284340 6.063227e-01
## Policies.for.doing.business 0.2081901673 6.539934e-01
## Entrepreneurship.policies.and.culture. 5.6532156079 4.735445e-02
## Expenditure.on.education....GDP 1.2226759149 9.836956e+00
## Government.funding.pupil..secondary....GDP.cap 0.4117022068 3.064494e+00
## School.life.expectancy..years 0.0067718535 5.357553e-02
## PISA.scales.in.reading..maths.and.science 0.5543799636 1.444376e-02
## Pupil.teacher.ratio..secondary 1.0812608996 3.828859e-02
## Tertiary.enrolment....gross 0.0314332663 8.697936e-01
## Graduates.in.science.and.engineering... 1.0264236807 1.472764e+00
## Tertiary.inbound.mobility... 0.4003354119 5.171873e-01
## Researchers..FTE.mn.pop. 2.0317163066 1.001026e-01
## Gross.expenditure.on.R.D....GDP 0.3660240965 1.399162e-01
## Global.corporate.R.D.investors..top.3..mn.US. 0.1758260117 3.446921e-02
## QS.university.ranking..top.3 0.0001426790 1.116296e-01
## ICT.access 0.0563189647 8.437272e-04
## ICT.use 0.2435885980 4.156549e-02
## Government.s.online.service 1.8689904316 4.163834e-02
## E.participation 2.1157307555 7.262113e-06
## Electricity.output..GWh.mn.pop. 0.2758272868 1.320235e+00
## Logistics.performance 0.1124497997 6.141027e-01
## Gross.capital.formation....GDP 4.7720213300 8.312978e+00
## GDP.unit.of.energy.use 2.1050040255 1.313222e+01
## Environmental.performance 0.0315136943 1.034516e+00
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0177118092 3.541224e-01
## Finance.for.startups.and.scaleups 5.9389035056 1.735831e-01
## Domestic.credit.to.private.sector....GDP 3.6459705538 7.502540e-04
## Loans.from.microfinance.institutions....GDP 0.3229395272 3.287053e+00
## Market.capitalization....GDP 0.0353127744 9.072306e-01
## Venture.capital.investors..deals.bn.PPP..GDP 1.3008979171 9.033050e-01
## Venture.capital.recipients..deals.bn.PPP..GDP. 2.8101554707 5.616010e+00
## Venture.capital.received..value....GDP. 3.7797647816 7.830995e+00
## Applied.tariff.rate..weighted.avg.... 0.5223412187 5.713028e-01
## Domestic.industry.diversification 2.4355325416 5.601463e-01
## Domestic.market.scale..bn.PPP. 1.5646010177 6.847279e-01
## Knowledge.intensive.employment... 0.0216824021 6.480356e-02
## Firms.offering.formal.training... 0.8793543389 2.055329e+00
## GERD.performed.by.business....GDP 0.4360602765 3.333759e-02
## GERD.financed.by.business... 0.3032666337 3.640612e-01
## Females.employed.w.advanced.degrees... 0.0838822051 1.263619e-04
## University.industry.R.D.collaboration. 0.0002436697 5.154155e-01
## State.of.cluster.development.and.depth. 0.0084572979 1.175670e+00
## GERD.financed.by.abroad....GDP 0.0010775263 7.576247e-01
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.1283689937 1.864958e+00
## Patent.families.bn.PPP..GDP 0.0278125621 1.833255e-01
## Intellectual.property.payments....total.trade 1.6901567897 4.625374e+00
## High.tech.imports....total.trade 2.4093101937 3.780684e-01
## ICT.services.imports....total.trade 0.2877094613 9.277593e-02
## FDI.net.inflows....GDP 0.4104341440 5.331467e-01
## Research.talent....in.businesses 0.2957540226 3.249171e-01
## Patents.by.origin.bn.PPP..GDP 0.1963223217 9.091460e-04
## PCT.patents.by.origin.bn.PPP..GDP 0.0016886215 8.456954e-02
## Utility.models.by.origin.bn.PPP..GDP 4.6722621941 7.464498e-01
## Scientific.and.technical.articles.bn.PPP..GDP 0.0336973432 4.848625e-01
## Citable.documents.H.index 0.2698192643 1.674880e-05
## Labor.productivity.growth... 1.0375545877 4.182727e+00
## New.businesses.th.pop..15.64 1.3733289771 3.838399e-02
## Software.spending....GDP 0.5473788130 4.316485e-01
## ISO.9001.quality.certificates.bn.PPP..GDP 0.1554796387 2.899800e-02
## High.tech.manufacturing... 0.0446861883 3.209566e-03
## Intellectual.property.receipts....total.trade 0.2308082803 1.988818e-01
## Production.and.export.complexity 0.2286387811 5.789469e-02
## High.tech.exports....total.trade 0.0009804132 4.427190e-01
## ICT.services.exports....total.trade 9.0608497980 1.898870e+00
## Intangible.asset.intensity..top.15.... 4.3231964396 1.464415e-02
## Trademarks.by.origin.bn.PPP..GDP. 1.2677752878 7.702780e-01
## Global.brand.value..top.5.000....GDP 0.1551783011 1.611083e-03
## Industrial.designs.by.origin.bn.PPP..GDP. 0.8613167811 5.871301e-01
## Cultural.and.creative.services.exports....total.trade 5.2879052507 1.723425e-01
## National.feature.films.mn.pop..15.69 0.6094299575 2.035630e-01
## Entertainment.and.media.market.th.pop..15.69 0.3776732105 3.458832e-01
## Printing.and.other.media....manufacturing 3.4598770742 2.068472e+00
## Creative.goods.exports....total.trade 2.9498127573 5.081334e-01
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0375972823 6.022243e-01
## Country.code.TLDs.th.pop..15.69 1.3763793562 8.902019e-01
## GitHub.commits.mn.pop..15.69 0.0003012486 1.965669e-01
## Mobile.app.creation.bn.PPP..GDP 0.7691878468 6.778600e+00
## Dim.37 Dim.38
## Political.and.operational.stability 1.963460e+00 9.707523e-03
## Government.effectiveness 5.726217e-01 1.150602e-01
## Regulatory.quality 1.903564e-01 8.865860e-02
## Rule.of.law 3.995759e-01 1.765879e-04
## Cost.of.redudancy.dismissal 4.536649e+00 9.474102e+00
## Policies.for.doing.business 1.081358e+01 5.110886e-05
## Entrepreneurship.policies.and.culture. 7.359506e-01 1.080464e-01
## Expenditure.on.education....GDP 1.666892e-01 7.396296e+00
## Government.funding.pupil..secondary....GDP.cap 3.005891e+00 1.450473e+00
## School.life.expectancy..years 8.363171e-01 1.184859e+00
## PISA.scales.in.reading..maths.and.science 2.307051e-01 9.664779e-02
## Pupil.teacher.ratio..secondary 9.158153e-01 1.046182e+00
## Tertiary.enrolment....gross 1.019943e+00 5.885630e-01
## Graduates.in.science.and.engineering... 1.219968e+00 5.469449e-01
## Tertiary.inbound.mobility... 9.526433e-01 1.104543e+00
## Researchers..FTE.mn.pop. 3.730312e-02 4.859857e-02
## Gross.expenditure.on.R.D....GDP 5.016042e-01 1.339856e-02
## Global.corporate.R.D.investors..top.3..mn.US. 1.763201e-02 3.289028e-01
## QS.university.ranking..top.3 1.575708e+00 8.456256e-03
## ICT.access 5.847367e-05 3.374519e-01
## ICT.use 4.509205e-03 3.614683e-02
## Government.s.online.service 1.043414e+00 5.559595e-01
## E.participation 8.198628e-01 5.440320e-01
## Electricity.output..GWh.mn.pop. 1.205557e-01 7.137463e-05
## Logistics.performance 2.136175e-02 5.911424e-02
## Gross.capital.formation....GDP 1.026262e+01 2.326780e+00
## GDP.unit.of.energy.use 3.677098e-01 8.678150e-01
## Environmental.performance 3.775938e-02 2.606492e-01
## ISO.14001.environmental.certificates.bn.PPP..GDP 5.438244e-02 1.014384e+01
## Finance.for.startups.and.scaleups 6.715991e-04 1.033790e+00
## Domestic.credit.to.private.sector....GDP 2.956629e-02 1.154457e-01
## Loans.from.microfinance.institutions....GDP 4.637804e+00 1.562730e+00
## Market.capitalization....GDP 5.815192e+00 1.222047e+00
## Venture.capital.investors..deals.bn.PPP..GDP 1.770899e-01 2.782580e-01
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.921819e-02 6.065993e-01
## Venture.capital.received..value....GDP. 1.035805e-01 1.159973e+00
## Applied.tariff.rate..weighted.avg.... 2.203006e-02 1.871758e+00
## Domestic.industry.diversification 3.669761e-04 1.193470e+00
## Domestic.market.scale..bn.PPP. 2.501667e-01 1.711236e+00
## Knowledge.intensive.employment... 2.358464e+00 3.630908e-01
## Firms.offering.formal.training... 5.669222e+00 3.353714e+00
## GERD.performed.by.business....GDP 1.307840e+00 2.447989e-03
## GERD.financed.by.business... 2.091206e-02 1.630633e-01
## Females.employed.w.advanced.degrees... 1.304488e+00 8.796694e-01
## University.industry.R.D.collaboration. 6.654863e+00 5.393056e-04
## State.of.cluster.development.and.depth. 7.121385e+00 8.714070e-02
## GERD.financed.by.abroad....GDP 1.004033e+00 3.419562e-02
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 3.789186e-01 5.942665e-03
## Patent.families.bn.PPP..GDP 2.398066e-01 1.045833e-02
## Intellectual.property.payments....total.trade 6.804437e-01 2.943280e+00
## High.tech.imports....total.trade 4.715983e-01 2.527595e+00
## ICT.services.imports....total.trade 1.671569e+00 6.835358e-02
## FDI.net.inflows....GDP 1.918349e-01 1.119347e+00
## Research.talent....in.businesses 5.780133e-03 4.727534e-05
## Patents.by.origin.bn.PPP..GDP 3.100830e-01 2.213762e-01
## PCT.patents.by.origin.bn.PPP..GDP 3.267510e-01 1.075316e-03
## Utility.models.by.origin.bn.PPP..GDP 5.247215e-01 2.112622e+00
## Scientific.and.technical.articles.bn.PPP..GDP 1.768604e-02 2.920168e+00
## Citable.documents.H.index 7.784212e-01 1.407191e+00
## Labor.productivity.growth... 6.600199e+00 1.370016e-01
## New.businesses.th.pop..15.64 1.635576e-01 6.873967e-02
## Software.spending....GDP 7.389585e-01 4.531199e-02
## ISO.9001.quality.certificates.bn.PPP..GDP 1.079300e+00 3.922190e+00
## High.tech.manufacturing... 3.874563e-01 3.656762e-02
## Intellectual.property.receipts....total.trade 3.604902e-02 7.114175e-02
## Production.and.export.complexity 1.476540e-02 8.590285e-02
## High.tech.exports....total.trade 5.783658e-03 3.867664e-01
## ICT.services.exports....total.trade 2.584951e-02 8.295707e+00
## Intangible.asset.intensity..top.15.... 3.899011e-04 2.131169e-01
## Trademarks.by.origin.bn.PPP..GDP. 2.347377e-01 7.638847e-01
## Global.brand.value..top.5.000....GDP 1.208453e+00 1.106257e-01
## Industrial.designs.by.origin.bn.PPP..GDP. 1.288456e-01 1.171482e+00
## Cultural.and.creative.services.exports....total.trade 6.610066e-02 3.034751e-03
## National.feature.films.mn.pop..15.69 8.386284e-02 4.568760e-03
## Entertainment.and.media.market.th.pop..15.69 9.229526e-01 2.389490e-03
## Printing.and.other.media....manufacturing 1.065648e+00 1.313873e+01
## Creative.goods.exports....total.trade 2.151245e-01 5.259969e-01
## Generic.top.level.domains..TLDs..th.pop..15.69 7.208818e-01 1.013853e-02
## Country.code.TLDs.th.pop..15.69 2.740263e-01 4.526005e-01
## GitHub.commits.mn.pop..15.69 2.869640e-01 1.251918e+00
## Mobile.app.creation.bn.PPP..GDP 1.220941e+00 1.584037e+00
## Dim.39 Dim.40
## Political.and.operational.stability 5.010539e-02 8.387462e-01
## Government.effectiveness 3.682409e-01 1.234517e-01
## Regulatory.quality 4.081226e-01 7.489437e-02
## Rule.of.law 9.684466e-03 1.000887e-02
## Cost.of.redudancy.dismissal 7.678847e+00 2.520765e+00
## Policies.for.doing.business 1.017255e+00 4.317947e-03
## Entrepreneurship.policies.and.culture. 1.057917e+00 7.049706e+00
## Expenditure.on.education....GDP 3.579393e-02 1.941660e-01
## Government.funding.pupil..secondary....GDP.cap 2.081446e+01 2.256723e+00
## School.life.expectancy..years 7.048009e-01 5.765140e+00
## PISA.scales.in.reading..maths.and.science 5.467647e-01 3.291402e-02
## Pupil.teacher.ratio..secondary 8.552005e+00 3.913815e-01
## Tertiary.enrolment....gross 1.442142e+00 4.052370e+00
## Graduates.in.science.and.engineering... 1.170503e-01 3.825944e-01
## Tertiary.inbound.mobility... 5.529460e-01 1.704852e+00
## Researchers..FTE.mn.pop. 5.971302e-03 9.824677e-02
## Gross.expenditure.on.R.D....GDP 2.839868e-01 4.962151e-01
## Global.corporate.R.D.investors..top.3..mn.US. 1.109530e-01 3.410836e-01
## QS.university.ranking..top.3 1.231214e+00 2.153487e-01
## ICT.access 5.806447e-02 4.726313e-03
## ICT.use 5.403866e-03 1.065516e-02
## Government.s.online.service 2.162908e+00 2.199246e+00
## E.participation 2.849698e+00 2.970773e+00
## Electricity.output..GWh.mn.pop. 1.679287e-01 1.031441e+00
## Logistics.performance 4.583466e-03 4.292343e-03
## Gross.capital.formation....GDP 1.763736e-01 4.128420e-01
## GDP.unit.of.energy.use 1.147292e+00 1.051007e+01
## Environmental.performance 5.535769e-01 1.021309e+00
## ISO.14001.environmental.certificates.bn.PPP..GDP 1.006076e+00 6.714799e-01
## Finance.for.startups.and.scaleups 1.305209e-02 4.687577e+00
## Domestic.credit.to.private.sector....GDP 1.828919e-01 1.583158e-01
## Loans.from.microfinance.institutions....GDP 1.151107e+01 3.223630e-01
## Market.capitalization....GDP 1.555784e-01 7.663266e-01
## Venture.capital.investors..deals.bn.PPP..GDP 2.172181e-01 7.087167e-05
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.292327e-01 1.140165e-01
## Venture.capital.received..value....GDP. 1.417755e-04 9.363102e-02
## Applied.tariff.rate..weighted.avg.... 4.962899e-01 3.040604e-03
## Domestic.industry.diversification 5.534467e-03 1.065592e+01
## Domestic.market.scale..bn.PPP. 2.632755e-01 3.167430e-01
## Knowledge.intensive.employment... 4.754443e-01 4.575222e-03
## Firms.offering.formal.training... 1.093725e+00 1.680743e+00
## GERD.performed.by.business....GDP 3.457816e-01 1.643527e-01
## GERD.financed.by.business... 1.237910e-03 5.105506e-01
## Females.employed.w.advanced.degrees... 2.794843e+00 2.214122e-01
## University.industry.R.D.collaboration. 1.298070e+00 5.902390e-01
## State.of.cluster.development.and.depth. 3.511452e+00 3.372803e-01
## GERD.financed.by.abroad....GDP 3.299004e-01 2.618502e+00
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 3.181206e-04 2.147256e-02
## Patent.families.bn.PPP..GDP 7.913500e-02 1.652721e-02
## Intellectual.property.payments....total.trade 3.821137e-01 1.757453e+00
## High.tech.imports....total.trade 2.012084e+00 3.918948e-03
## ICT.services.imports....total.trade 2.596366e-02 4.333172e+00
## FDI.net.inflows....GDP 1.377973e+00 2.198991e+00
## Research.talent....in.businesses 9.884992e-03 3.434414e-01
## Patents.by.origin.bn.PPP..GDP 4.074247e-01 1.191785e-01
## PCT.patents.by.origin.bn.PPP..GDP 2.718750e-01 2.425808e-01
## Utility.models.by.origin.bn.PPP..GDP 1.554574e+00 1.034781e-01
## Scientific.and.technical.articles.bn.PPP..GDP 7.175391e-01 1.347072e+00
## Citable.documents.H.index 3.704007e-01 3.386565e-01
## Labor.productivity.growth... 3.699696e-01 3.888769e+00
## New.businesses.th.pop..15.64 1.008775e+00 1.284572e-02
## Software.spending....GDP 2.399599e-01 2.878120e+00
## ISO.9001.quality.certificates.bn.PPP..GDP 3.643486e+00 3.548929e-04
## High.tech.manufacturing... 5.435560e-02 2.767401e-01
## Intellectual.property.receipts....total.trade 2.649047e-01 7.753969e-01
## Production.and.export.complexity 5.185266e-02 3.137535e-03
## High.tech.exports....total.trade 1.690565e-01 3.558154e-01
## ICT.services.exports....total.trade 6.081548e-01 1.393719e-02
## Intangible.asset.intensity..top.15.... 2.276812e-01 1.425068e-01
## Trademarks.by.origin.bn.PPP..GDP. 1.048530e+00 4.830765e-01
## Global.brand.value..top.5.000....GDP 4.357110e-02 1.270480e+00
## Industrial.designs.by.origin.bn.PPP..GDP. 6.732672e+00 9.358358e-02
## Cultural.and.creative.services.exports....total.trade 6.267274e-02 3.318299e-01
## National.feature.films.mn.pop..15.69 1.055490e-01 6.002919e-02
## Entertainment.and.media.market.th.pop..15.69 2.842040e-02 1.849801e+00
## Printing.and.other.media....manufacturing 7.606915e-01 5.377271e+00
## Creative.goods.exports....total.trade 1.608962e-02 5.527643e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 8.363288e-02 3.279447e-01
## Country.code.TLDs.th.pop..15.69 7.727141e-01 7.635401e-01
## GitHub.commits.mn.pop..15.69 3.556482e-02 1.411933e+00
## Mobile.app.creation.bn.PPP..GDP 5.174952e-01 2.160041e-01
## Dim.41 Dim.42
## Political.and.operational.stability 4.887166e-03 2.501381e-01
## Government.effectiveness 3.713360e-02 3.623210e-02
## Regulatory.quality 1.267924e-02 9.509769e-03
## Rule.of.law 3.829733e-01 3.824662e-03
## Cost.of.redudancy.dismissal 1.180365e+00 4.093165e+00
## Policies.for.doing.business 2.771401e-01 3.641533e-02
## Entrepreneurship.policies.and.culture. 6.394258e+00 5.869410e+00
## Expenditure.on.education....GDP 9.235744e-01 3.955970e+00
## Government.funding.pupil..secondary....GDP.cap 7.173587e-02 2.709498e+00
## School.life.expectancy..years 1.299114e-02 4.981348e+00
## PISA.scales.in.reading..maths.and.science 1.046069e-01 2.245486e-01
## Pupil.teacher.ratio..secondary 7.886639e+00 1.930062e-02
## Tertiary.enrolment....gross 2.288717e-01 2.273178e+00
## Graduates.in.science.and.engineering... 1.588962e+01 1.054085e+01
## Tertiary.inbound.mobility... 5.516589e-03 1.116778e+00
## Researchers..FTE.mn.pop. 9.260677e-02 3.235140e-01
## Gross.expenditure.on.R.D....GDP 1.456837e-01 1.076385e-02
## Global.corporate.R.D.investors..top.3..mn.US. 1.907538e-01 5.324887e-02
## QS.university.ranking..top.3 1.926984e-01 1.011251e-01
## ICT.access 8.381576e-02 7.728082e-04
## ICT.use 4.955235e-03 7.604178e-01
## Government.s.online.service 6.304448e-01 1.050652e+00
## E.participation 1.259495e+00 1.873331e+00
## Electricity.output..GWh.mn.pop. 1.040942e-01 3.242801e-01
## Logistics.performance 6.259721e-01 7.232926e-03
## Gross.capital.formation....GDP 3.821045e-02 3.863004e+00
## GDP.unit.of.energy.use 1.256665e-02 1.214598e-03
## Environmental.performance 1.009085e+00 6.324783e-01
## ISO.14001.environmental.certificates.bn.PPP..GDP 3.077314e+00 6.467311e-01
## Finance.for.startups.and.scaleups 6.397564e+00 2.374887e+00
## Domestic.credit.to.private.sector....GDP 2.005705e+00 3.309515e+00
## Loans.from.microfinance.institutions....GDP 1.696147e+00 1.966805e+00
## Market.capitalization....GDP 2.526929e-03 1.542511e-01
## Venture.capital.investors..deals.bn.PPP..GDP 3.511527e-02 4.084147e-03
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.571623e-01 7.526060e-05
## Venture.capital.received..value....GDP. 4.054309e-03 1.329871e+00
## Applied.tariff.rate..weighted.avg.... 1.712098e+00 5.029740e-02
## Domestic.industry.diversification 2.039901e-01 3.148747e-01
## Domestic.market.scale..bn.PPP. 2.192493e-02 4.505782e-01
## Knowledge.intensive.employment... 2.568446e-01 2.413309e+00
## Firms.offering.formal.training... 6.653688e-01 2.149218e+00
## GERD.performed.by.business....GDP 1.808165e-01 1.066243e-01
## GERD.financed.by.business... 2.878978e-01 1.554121e-01
## Females.employed.w.advanced.degrees... 7.115329e-01 1.281330e+00
## University.industry.R.D.collaboration. 2.815899e-02 4.258356e-01
## State.of.cluster.development.and.depth. 7.152950e-04 1.689639e-01
## GERD.financed.by.abroad....GDP 8.723630e-01 1.623887e-01
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 9.560531e-03 4.425083e-04
## Patent.families.bn.PPP..GDP 6.832306e-01 1.005583e-01
## Intellectual.property.payments....total.trade 2.792993e+00 1.030147e+00
## High.tech.imports....total.trade 1.200466e+00 1.500813e+00
## ICT.services.imports....total.trade 1.932165e+00 2.235365e-01
## FDI.net.inflows....GDP 2.302513e-01 1.978729e+00
## Research.talent....in.businesses 1.658869e-04 7.249946e-02
## Patents.by.origin.bn.PPP..GDP 8.834049e-01 1.188959e-01
## PCT.patents.by.origin.bn.PPP..GDP 5.518349e-01 4.697162e-01
## Utility.models.by.origin.bn.PPP..GDP 7.338522e-01 5.681954e-02
## Scientific.and.technical.articles.bn.PPP..GDP 2.437787e+00 7.039861e-01
## Citable.documents.H.index 6.206199e-02 3.033046e-01
## Labor.productivity.growth... 9.407567e-01 1.178306e+01
## New.businesses.th.pop..15.64 4.730443e+00 3.710885e+00
## Software.spending....GDP 7.060383e-01 4.890986e-01
## ISO.9001.quality.certificates.bn.PPP..GDP 7.216347e-01 7.487021e-01
## High.tech.manufacturing... 4.733055e-01 3.856558e-01
## Intellectual.property.receipts....total.trade 2.809316e+00 2.074116e-01
## Production.and.export.complexity 1.119916e+00 1.890331e+00
## High.tech.exports....total.trade 2.317972e-01 3.626739e-01
## ICT.services.exports....total.trade 4.145619e-04 2.236043e+00
## Intangible.asset.intensity..top.15.... 1.207976e+00 2.211524e+00
## Trademarks.by.origin.bn.PPP..GDP. 3.257484e+00 5.657483e-02
## Global.brand.value..top.5.000....GDP 6.982503e-01 1.683582e-03
## Industrial.designs.by.origin.bn.PPP..GDP. 2.068346e-02 2.681115e-01
## Cultural.and.creative.services.exports....total.trade 3.406743e+00 1.778674e+00
## National.feature.films.mn.pop..15.69 5.468956e+00 1.567965e+00
## Entertainment.and.media.market.th.pop..15.69 5.505919e-02 1.545299e-03
## Printing.and.other.media....manufacturing 9.408149e-01 3.189325e-01
## Creative.goods.exports....total.trade 2.023537e+00 1.371659e-01
## Generic.top.level.domains..TLDs..th.pop..15.69 4.506295e-01 2.738315e-02
## Country.code.TLDs.th.pop..15.69 2.786175e+00 1.655910e-01
## GitHub.commits.mn.pop..15.69 2.430301e-02 1.217260e+00
## Mobile.app.creation.bn.PPP..GDP 2.873176e-01 1.287029e+00
## Dim.43 Dim.44
## Political.and.operational.stability 0.0019164509 1.001981e+00
## Government.effectiveness 0.0105939785 2.286637e-01
## Regulatory.quality 0.2401729988 9.372487e-01
## Rule.of.law 0.0763664332 6.532608e-01
## Cost.of.redudancy.dismissal 4.3060009868 4.583954e-01
## Policies.for.doing.business 0.0244709382 1.517658e+00
## Entrepreneurship.policies.and.culture. 0.0998884928 1.632789e+00
## Expenditure.on.education....GDP 0.0055621387 1.045124e+01
## Government.funding.pupil..secondary....GDP.cap 3.9075577335 5.592339e-01
## School.life.expectancy..years 2.5511661716 7.194268e-01
## PISA.scales.in.reading..maths.and.science 0.1235237513 1.172027e-01
## Pupil.teacher.ratio..secondary 7.1358217858 5.274231e+00
## Tertiary.enrolment....gross 0.1566938329 8.240485e-01
## Graduates.in.science.and.engineering... 9.5567764394 9.509330e-01
## Tertiary.inbound.mobility... 3.1812307236 3.324037e+00
## Researchers..FTE.mn.pop. 0.7230976468 1.749374e-02
## Gross.expenditure.on.R.D....GDP 0.0223626111 4.998317e-02
## Global.corporate.R.D.investors..top.3..mn.US. 0.0561341609 3.689454e-04
## QS.university.ranking..top.3 0.0230633836 8.480078e-02
## ICT.access 0.5109435848 4.774934e-03
## ICT.use 0.3757147574 1.245449e-01
## Government.s.online.service 0.5594471980 4.525282e-01
## E.participation 0.2623463958 5.090814e-01
## Electricity.output..GWh.mn.pop. 4.5555462925 4.928827e+00
## Logistics.performance 0.3405121862 1.293017e-01
## Gross.capital.formation....GDP 7.4313963746 7.838820e-01
## GDP.unit.of.energy.use 0.8335709028 4.108362e+00
## Environmental.performance 0.0409691862 2.403252e+00
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.1045332008 6.046505e-01
## Finance.for.startups.and.scaleups 0.0396458628 2.267413e+00
## Domestic.credit.to.private.sector....GDP 0.1103280116 1.004697e-01
## Loans.from.microfinance.institutions....GDP 2.2786235903 1.115563e+01
## Market.capitalization....GDP 0.0824520244 1.093184e-01
## Venture.capital.investors..deals.bn.PPP..GDP 0.0528326154 2.457888e-02
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.5094436502 1.395688e+00
## Venture.capital.received..value....GDP. 4.2801795224 3.341128e+00
## Applied.tariff.rate..weighted.avg.... 2.4581595132 3.002159e+00
## Domestic.industry.diversification 0.9619864674 1.495187e-01
## Domestic.market.scale..bn.PPP. 1.0036364121 5.808798e-06
## Knowledge.intensive.employment... 0.5201479979 4.638839e-02
## Firms.offering.formal.training... 0.2058346283 1.184337e-01
## GERD.performed.by.business....GDP 0.4124710352 1.083855e-05
## GERD.financed.by.business... 0.1424248806 4.893596e-02
## Females.employed.w.advanced.degrees... 0.8360041060 7.707397e-02
## University.industry.R.D.collaboration. 0.2615280682 1.721049e+00
## State.of.cluster.development.and.depth. 0.4154118551 9.998759e-01
## GERD.financed.by.abroad....GDP 2.1591122668 5.742917e-01
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0097360336 1.504958e+00
## Patent.families.bn.PPP..GDP 0.1678841844 2.850053e-03
## Intellectual.property.payments....total.trade 2.4204931336 5.232465e-04
## High.tech.imports....total.trade 0.0723762849 1.919560e-02
## ICT.services.imports....total.trade 2.4079337849 1.762701e+00
## FDI.net.inflows....GDP 1.5759478466 4.052356e+00
## Research.talent....in.businesses 0.0505046956 2.913554e-01
## Patents.by.origin.bn.PPP..GDP 0.0244166104 8.583284e-02
## PCT.patents.by.origin.bn.PPP..GDP 0.0863415887 1.973043e-01
## Utility.models.by.origin.bn.PPP..GDP 5.1225943358 6.161346e+00
## Scientific.and.technical.articles.bn.PPP..GDP 2.8412278525 8.005808e-02
## Citable.documents.H.index 0.0663172261 1.290449e-04
## Labor.productivity.growth... 2.6822843799 3.767275e+00
## New.businesses.th.pop..15.64 0.4257641717 2.338963e-01
## Software.spending....GDP 0.3002315727 4.184786e-02
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0017909727 5.034293e-01
## High.tech.manufacturing... 3.6883550520 1.129661e-03
## Intellectual.property.receipts....total.trade 0.0908493734 4.638492e-01
## Production.and.export.complexity 0.1276024891 1.224295e+00
## High.tech.exports....total.trade 0.1557608841 1.777837e+00
## ICT.services.exports....total.trade 1.6262951504 6.470798e+00
## Intangible.asset.intensity..top.15.... 1.3019648664 4.260099e-01
## Trademarks.by.origin.bn.PPP..GDP. 1.3940717178 3.322637e-01
## Global.brand.value..top.5.000....GDP 0.0363201737 6.247747e-02
## Industrial.designs.by.origin.bn.PPP..GDP. 0.7721029687 8.810772e-02
## Cultural.and.creative.services.exports....total.trade 1.5729995253 8.949346e-01
## National.feature.films.mn.pop..15.69 0.0002362225 2.842923e-01
## Entertainment.and.media.market.th.pop..15.69 0.0063900102 8.317871e-02
## Printing.and.other.media....manufacturing 2.7528759736 3.484822e-03
## Creative.goods.exports....total.trade 0.0524399223 1.006859e+00
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0003996752 1.055283e-01
## Country.code.TLDs.th.pop..15.69 3.0887060746 1.033964e-02
## GitHub.commits.mn.pop..15.69 0.0971106393 4.824751e-02
## Mobile.app.creation.bn.PPP..GDP 0.0320713624 2.714239e-02
## Dim.45 Dim.46
## Political.and.operational.stability 1.495521e-01 7.661055e-04
## Government.effectiveness 8.670069e-04 2.728096e-04
## Regulatory.quality 1.253844e-01 6.214424e-02
## Rule.of.law 7.819631e-05 3.735211e-05
## Cost.of.redudancy.dismissal 6.708238e+00 1.029765e-03
## Policies.for.doing.business 2.618157e+00 9.318155e-01
## Entrepreneurship.policies.and.culture. 2.599083e+00 2.010205e-01
## Expenditure.on.education....GDP 8.401279e-01 4.646123e-01
## Government.funding.pupil..secondary....GDP.cap 8.714754e-04 6.719346e-01
## School.life.expectancy..years 3.291006e-02 3.607654e-02
## PISA.scales.in.reading..maths.and.science 4.501144e-02 3.349021e-01
## Pupil.teacher.ratio..secondary 1.164085e-01 1.201199e-01
## Tertiary.enrolment....gross 8.259402e-02 4.681891e-01
## Graduates.in.science.and.engineering... 2.841755e+00 1.334050e+00
## Tertiary.inbound.mobility... 4.028492e+00 3.418240e+00
## Researchers..FTE.mn.pop. 3.309187e-02 2.438300e-01
## Gross.expenditure.on.R.D....GDP 1.011451e-01 3.071989e-01
## Global.corporate.R.D.investors..top.3..mn.US. 6.320929e-02 4.158743e-01
## QS.university.ranking..top.3 2.086960e-01 2.406686e-03
## ICT.access 2.073798e-01 2.191997e-01
## ICT.use 3.680264e-01 3.256018e-01
## Government.s.online.service 3.874374e+00 4.043492e-04
## E.participation 3.023635e+00 1.624042e-01
## Electricity.output..GWh.mn.pop. 3.042979e+00 2.805502e+00
## Logistics.performance 2.111890e-01 8.385209e-02
## Gross.capital.formation....GDP 2.856805e+00 1.608041e+01
## GDP.unit.of.energy.use 3.267119e+00 3.386164e+00
## Environmental.performance 1.207003e+00 8.185069e-02
## ISO.14001.environmental.certificates.bn.PPP..GDP 2.117590e-01 1.524274e+00
## Finance.for.startups.and.scaleups 1.725367e+00 3.620354e-02
## Domestic.credit.to.private.sector....GDP 1.870214e-02 2.836164e+00
## Loans.from.microfinance.institutions....GDP 1.244808e+01 4.807274e+00
## Market.capitalization....GDP 1.832367e-03 7.995132e-01
## Venture.capital.investors..deals.bn.PPP..GDP 3.182920e-01 2.796938e-01
## Venture.capital.recipients..deals.bn.PPP..GDP. 6.485318e-02 1.045489e+00
## Venture.capital.received..value....GDP. 4.632256e-01 3.026450e-01
## Applied.tariff.rate..weighted.avg.... 1.487446e+00 1.802020e+00
## Domestic.industry.diversification 1.883410e-01 2.449935e-01
## Domestic.market.scale..bn.PPP. 2.173852e-02 1.716398e-01
## Knowledge.intensive.employment... 3.022655e-02 3.187685e-01
## Firms.offering.formal.training... 1.675467e-01 1.552642e+00
## GERD.performed.by.business....GDP 1.647670e-01 9.468569e-01
## GERD.financed.by.business... 7.289207e-02 8.159469e-02
## Females.employed.w.advanced.degrees... 2.685430e-02 7.489538e-01
## University.industry.R.D.collaboration. 1.074137e+00 4.462806e-01
## State.of.cluster.development.and.depth. 1.116230e+00 4.376255e-01
## GERD.financed.by.abroad....GDP 1.614610e-01 8.845537e-01
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 4.959670e-01 2.831491e-01
## Patent.families.bn.PPP..GDP 2.057269e-01 6.594884e-02
## Intellectual.property.payments....total.trade 3.410124e-01 9.412042e-03
## High.tech.imports....total.trade 5.060514e+00 4.969838e-04
## ICT.services.imports....total.trade 8.355178e-01 6.280858e-03
## FDI.net.inflows....GDP 1.097005e-01 5.142643e+00
## Research.talent....in.businesses 2.491173e-01 6.630992e-02
## Patents.by.origin.bn.PPP..GDP 6.071438e-02 3.107162e-01
## PCT.patents.by.origin.bn.PPP..GDP 1.160953e-01 2.597271e-01
## Utility.models.by.origin.bn.PPP..GDP 3.129905e+00 3.607285e+00
## Scientific.and.technical.articles.bn.PPP..GDP 5.710549e-01 3.147865e-01
## Citable.documents.H.index 1.281614e-01 3.703694e-05
## Labor.productivity.growth... 8.543093e-01 1.124370e+01
## New.businesses.th.pop..15.64 3.577393e-02 1.109654e+00
## Software.spending....GDP 1.632097e+00 2.136439e+00
## ISO.9001.quality.certificates.bn.PPP..GDP 4.589902e-03 2.504334e+00
## High.tech.manufacturing... 6.170552e-02 3.400731e-01
## Intellectual.property.receipts....total.trade 1.031125e+00 1.670850e-01
## Production.and.export.complexity 6.993043e-01 3.868164e-01
## High.tech.exports....total.trade 5.133816e-01 6.343357e-02
## ICT.services.exports....total.trade 6.751961e+00 1.078600e+01
## Intangible.asset.intensity..top.15.... 3.910092e-03 2.482622e-03
## Trademarks.by.origin.bn.PPP..GDP. 2.352348e-02 2.289849e+00
## Global.brand.value..top.5.000....GDP 8.100938e-02 3.866359e-01
## Industrial.designs.by.origin.bn.PPP..GDP. 1.833866e+00 1.380403e+00
## Cultural.and.creative.services.exports....total.trade 2.703900e+00 1.622279e+00
## National.feature.films.mn.pop..15.69 1.163527e-01 1.573228e+00
## Entertainment.and.media.market.th.pop..15.69 1.596785e+00 1.171232e+00
## Printing.and.other.media....manufacturing 7.995496e+00 1.883301e-02
## Creative.goods.exports....total.trade 1.033290e+00 8.745172e-02
## Generic.top.level.domains..TLDs..th.pop..15.69 1.527355e-01 3.078443e-02
## Country.code.TLDs.th.pop..15.69 5.086645e-02 1.163811e+00
## GitHub.commits.mn.pop..15.69 3.442735e-02 1.308051e-02
## Mobile.app.creation.bn.PPP..GDP 3.068171e+00 2.850199e-02
## Dim.47 Dim.48
## Political.and.operational.stability 0.004118407 3.062585e+00
## Government.effectiveness 0.188182881 1.179199e+00
## Regulatory.quality 0.147471216 1.662340e-01
## Rule.of.law 0.018379103 4.239297e-01
## Cost.of.redudancy.dismissal 0.680824379 1.165485e+01
## Policies.for.doing.business 0.407552183 2.224727e+00
## Entrepreneurship.policies.and.culture. 0.565955542 1.024225e-01
## Expenditure.on.education....GDP 14.260687812 1.634390e+00
## Government.funding.pupil..secondary....GDP.cap 0.326557196 1.076853e-01
## School.life.expectancy..years 0.359042213 5.446322e-01
## PISA.scales.in.reading..maths.and.science 0.085374724 3.111330e-01
## Pupil.teacher.ratio..secondary 2.112421436 9.172323e+00
## Tertiary.enrolment....gross 0.163957245 2.278761e-01
## Graduates.in.science.and.engineering... 2.390167040 1.621996e+00
## Tertiary.inbound.mobility... 0.282226001 1.706580e+00
## Researchers..FTE.mn.pop. 0.386203748 3.594619e-01
## Gross.expenditure.on.R.D....GDP 1.273671073 5.976485e-02
## Global.corporate.R.D.investors..top.3..mn.US. 0.169416118 2.623243e-02
## QS.university.ranking..top.3 0.134079506 4.459651e-01
## ICT.access 1.243460406 2.354122e-01
## ICT.use 0.574931985 1.279183e-01
## Government.s.online.service 1.566805785 1.239743e-02
## E.participation 1.358814354 3.050514e-03
## Electricity.output..GWh.mn.pop. 0.048186884 5.292618e+00
## Logistics.performance 0.255870098 7.038266e-01
## Gross.capital.formation....GDP 1.715201445 3.875325e+00
## GDP.unit.of.energy.use 2.023749035 6.981415e-01
## Environmental.performance 0.160471576 5.991602e-02
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.827354713 3.656230e-02
## Finance.for.startups.and.scaleups 1.727681352 5.045299e-02
## Domestic.credit.to.private.sector....GDP 2.865775134 3.438958e-03
## Loans.from.microfinance.institutions....GDP 0.600104332 1.268986e+01
## Market.capitalization....GDP 0.042068318 2.563033e-01
## Venture.capital.investors..deals.bn.PPP..GDP 0.080737926 3.219324e-01
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.301066188 5.974566e-01
## Venture.capital.received..value....GDP. 3.371534135 1.774455e-02
## Applied.tariff.rate..weighted.avg.... 1.036371114 3.026552e-04
## Domestic.industry.diversification 1.350914575 1.573123e+00
## Domestic.market.scale..bn.PPP. 1.326762859 2.480501e-02
## Knowledge.intensive.employment... 1.189489080 5.509915e-01
## Firms.offering.formal.training... 4.947054174 4.988106e-02
## GERD.performed.by.business....GDP 1.953435628 1.610384e-04
## GERD.financed.by.business... 0.800388239 4.218555e-01
## Females.employed.w.advanced.degrees... 0.653844218 1.209900e+00
## University.industry.R.D.collaboration. 3.786435574 1.277652e+00
## State.of.cluster.development.and.depth. 1.239299061 3.533708e-01
## GERD.financed.by.abroad....GDP 0.050426863 3.465334e-01
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.020657765 4.233821e+00
## Patent.families.bn.PPP..GDP 0.238625335 4.301885e-03
## Intellectual.property.payments....total.trade 0.152765081 3.781348e+00
## High.tech.imports....total.trade 0.385771731 1.810693e-02
## ICT.services.imports....total.trade 2.033322971 7.007692e-01
## FDI.net.inflows....GDP 3.608094730 6.084072e-04
## Research.talent....in.businesses 0.104207626 1.369209e+00
## Patents.by.origin.bn.PPP..GDP 2.469157853 1.912199e-01
## PCT.patents.by.origin.bn.PPP..GDP 0.258040591 1.120970e-03
## Utility.models.by.origin.bn.PPP..GDP 4.751124298 3.364868e+00
## Scientific.and.technical.articles.bn.PPP..GDP 0.054902104 2.586054e-02
## Citable.documents.H.index 0.360142942 3.058808e-01
## Labor.productivity.growth... 3.812946640 8.577704e-02
## New.businesses.th.pop..15.64 0.387008862 7.881825e-01
## Software.spending....GDP 2.395806446 1.688503e+00
## ISO.9001.quality.certificates.bn.PPP..GDP 0.011870979 3.183219e-01
## High.tech.manufacturing... 1.701281172 8.295970e-03
## Intellectual.property.receipts....total.trade 0.016564820 2.470991e-01
## Production.and.export.complexity 0.126191874 1.860219e+00
## High.tech.exports....total.trade 0.308582639 1.964171e-01
## ICT.services.exports....total.trade 0.220434058 9.753676e-02
## Intangible.asset.intensity..top.15.... 0.887006941 7.105143e-01
## Trademarks.by.origin.bn.PPP..GDP. 3.998886275 2.344150e+00
## Global.brand.value..top.5.000....GDP 0.353024932 1.170899e+00
## Industrial.designs.by.origin.bn.PPP..GDP. 0.135897070 5.766365e-01
## Cultural.and.creative.services.exports....total.trade 0.526156279 1.684766e+00
## National.feature.films.mn.pop..15.69 0.191378424 3.044974e-02
## Entertainment.and.media.market.th.pop..15.69 0.003356184 2.625035e-01
## Printing.and.other.media....manufacturing 1.448009988 7.088823e-01
## Creative.goods.exports....total.trade 1.384663413 2.342245e+00
## Generic.top.level.domains..TLDs..th.pop..15.69 0.112216670 2.651988e-01
## Country.code.TLDs.th.pop..15.69 0.551611512 3.039439e+00
## GitHub.commits.mn.pop..15.69 0.672885414 3.892258e-01
## Mobile.app.creation.bn.PPP..GDP 5.262883505 1.364707e+00
## Dim.49 Dim.50
## Political.and.operational.stability 0.2020840119 7.674283e-01
## Government.effectiveness 0.0007506359 2.747162e-01
## Regulatory.quality 0.1167958709 1.128029e+00
## Rule.of.law 0.0840027893 3.615247e-01
## Cost.of.redudancy.dismissal 4.8698114290 8.437345e-01
## Policies.for.doing.business 0.0648477940 1.550341e-01
## Entrepreneurship.policies.and.culture. 1.5078576764 1.719596e-01
## Expenditure.on.education....GDP 0.7228907794 2.639154e-01
## Government.funding.pupil..secondary....GDP.cap 4.9523240112 9.505718e+00
## School.life.expectancy..years 1.8534108878 2.798497e+00
## PISA.scales.in.reading..maths.and.science 0.5468426797 2.789559e-01
## Pupil.teacher.ratio..secondary 0.4128685069 2.033455e-01
## Tertiary.enrolment....gross 0.4791400194 1.632569e+00
## Graduates.in.science.and.engineering... 0.7893783927 1.028718e+01
## Tertiary.inbound.mobility... 7.7862124630 1.954872e+00
## Researchers..FTE.mn.pop. 0.0510443062 1.569432e-01
## Gross.expenditure.on.R.D....GDP 0.1773461838 8.617932e-01
## Global.corporate.R.D.investors..top.3..mn.US. 0.0154198193 8.158300e-01
## QS.university.ranking..top.3 0.4150952422 2.915222e-01
## ICT.access 3.0815592506 1.954443e-01
## ICT.use 0.7012754086 2.509286e-02
## Government.s.online.service 0.2893599322 9.602016e-01
## E.participation 0.3675284951 6.396023e-01
## Electricity.output..GWh.mn.pop. 0.5909110305 1.995150e-02
## Logistics.performance 0.0494727052 2.166245e-01
## Gross.capital.formation....GDP 4.3071437067 3.260737e-01
## GDP.unit.of.energy.use 4.2944565135 2.979506e-01
## Environmental.performance 0.1325896655 6.834320e-02
## ISO.14001.environmental.certificates.bn.PPP..GDP 2.0649548002 6.665541e-02
## Finance.for.startups.and.scaleups 0.1044433068 3.527825e-01
## Domestic.credit.to.private.sector....GDP 0.4052959847 6.227172e+00
## Loans.from.microfinance.institutions....GDP 2.1974849717 1.457392e+00
## Market.capitalization....GDP 1.4329882837 4.477017e+00
## Venture.capital.investors..deals.bn.PPP..GDP 0.0527094008 6.114280e-02
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.4496755207 7.267802e-06
## Venture.capital.received..value....GDP. 2.2162800408 2.127475e-02
## Applied.tariff.rate..weighted.avg.... 0.0071777612 9.157594e-01
## Domestic.industry.diversification 0.0620853891 3.272993e+00
## Domestic.market.scale..bn.PPP. 3.0982987552 5.669576e+00
## Knowledge.intensive.employment... 0.2934931742 4.122180e-01
## Firms.offering.formal.training... 4.3399486860 5.332184e-01
## GERD.performed.by.business....GDP 0.0778629644 2.056415e+00
## GERD.financed.by.business... 0.0238752880 7.101372e-03
## Females.employed.w.advanced.degrees... 2.0458787142 1.748132e-03
## University.industry.R.D.collaboration. 2.0618800503 4.426371e-02
## State.of.cluster.development.and.depth. 1.1817528757 4.011849e-01
## GERD.financed.by.abroad....GDP 0.0005552744 6.843668e-04
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.7573383682 2.490092e-02
## Patent.families.bn.PPP..GDP 0.0026540392 7.940227e-02
## Intellectual.property.payments....total.trade 3.6880820625 5.509384e-01
## High.tech.imports....total.trade 1.2222454132 1.915939e-01
## ICT.services.imports....total.trade 0.9075224709 3.357153e+00
## FDI.net.inflows....GDP 4.9790465656 2.817109e+00
## Research.talent....in.businesses 0.5144799310 4.010618e-01
## Patents.by.origin.bn.PPP..GDP 0.6995529049 3.176485e+00
## PCT.patents.by.origin.bn.PPP..GDP 0.0437767778 1.325618e-02
## Utility.models.by.origin.bn.PPP..GDP 0.0247102141 2.306963e-01
## Scientific.and.technical.articles.bn.PPP..GDP 0.0071455556 1.850590e+00
## Citable.documents.H.index 1.2390003781 2.605615e+00
## Labor.productivity.growth... 0.1197005373 3.362372e+00
## New.businesses.th.pop..15.64 2.4970558697 8.754432e-01
## Software.spending....GDP 0.1147395544 2.720207e-01
## ISO.9001.quality.certificates.bn.PPP..GDP 0.5865623979 5.080471e-01
## High.tech.manufacturing... 0.0006868445 1.243873e+00
## Intellectual.property.receipts....total.trade 0.6902682347 2.200347e-01
## Production.and.export.complexity 0.6142957765 1.644544e-01
## High.tech.exports....total.trade 0.5454553363 1.126636e-01
## ICT.services.exports....total.trade 1.2488112334 2.583868e+00
## Intangible.asset.intensity..top.15.... 0.0126595863 2.378097e-01
## Trademarks.by.origin.bn.PPP..GDP. 0.9045849998 3.953903e+00
## Global.brand.value..top.5.000....GDP 0.0956698271 1.222348e-01
## Industrial.designs.by.origin.bn.PPP..GDP. 1.3026532742 8.012667e-02
## Cultural.and.creative.services.exports....total.trade 3.4107043813 1.141844e-01
## National.feature.films.mn.pop..15.69 0.6589740679 2.212425e+00
## Entertainment.and.media.market.th.pop..15.69 0.0207239580 1.727066e+00
## Printing.and.other.media....manufacturing 2.7371375582 3.908516e+00
## Creative.goods.exports....total.trade 4.2658771728 6.442808e-02
## Generic.top.level.domains..TLDs..th.pop..15.69 2.8267561137 2.199845e-01
## Country.code.TLDs.th.pop..15.69 0.0174391748 8.531252e-01
## GitHub.commits.mn.pop..15.69 0.8162619459 5.154741e-02
## Mobile.app.creation.bn.PPP..GDP 1.4483660252 3.316138e-01
## Dim.51 Dim.52
## Political.and.operational.stability 1.000374e-01 4.802498e-02
## Government.effectiveness 3.896242e-02 7.122256e-02
## Regulatory.quality 1.974384e-01 2.960167e-01
## Rule.of.law 2.277667e-02 4.331494e-02
## Cost.of.redudancy.dismissal 1.205544e+01 6.676503e-02
## Policies.for.doing.business 2.932557e-06 6.763429e-01
## Entrepreneurship.policies.and.culture. 1.598873e-03 5.175781e-02
## Expenditure.on.education....GDP 6.181724e-05 2.082760e-01
## Government.funding.pupil..secondary....GDP.cap 3.528561e-02 1.839248e+00
## School.life.expectancy..years 4.522472e-01 2.036454e-02
## PISA.scales.in.reading..maths.and.science 1.822702e-01 3.948885e-02
## Pupil.teacher.ratio..secondary 1.196816e+00 1.509822e-01
## Tertiary.enrolment....gross 2.929546e-02 4.838292e-01
## Graduates.in.science.and.engineering... 8.996663e-02 9.473378e-01
## Tertiary.inbound.mobility... 5.704945e+00 1.541944e+00
## Researchers..FTE.mn.pop. 1.663189e+00 2.675704e-01
## Gross.expenditure.on.R.D....GDP 2.016514e-01 2.320489e-02
## Global.corporate.R.D.investors..top.3..mn.US. 7.454322e-01 4.731916e-01
## QS.university.ranking..top.3 1.081186e+00 2.114737e+00
## ICT.access 2.275435e+00 9.767017e-02
## ICT.use 1.700761e+00 7.370467e-02
## Government.s.online.service 6.371529e-01 1.048725e+00
## E.participation 1.306847e+00 8.983318e-01
## Electricity.output..GWh.mn.pop. 1.347764e-01 2.444835e-01
## Logistics.performance 1.917812e-02 4.499978e-01
## Gross.capital.formation....GDP 6.245715e-01 1.879354e+00
## GDP.unit.of.energy.use 4.726199e-02 3.437976e+00
## Environmental.performance 5.362025e-02 7.996104e-02
## ISO.14001.environmental.certificates.bn.PPP..GDP 9.027284e-02 9.170423e-02
## Finance.for.startups.and.scaleups 9.141330e-02 3.047532e-02
## Domestic.credit.to.private.sector....GDP 3.409108e-03 7.864380e-01
## Loans.from.microfinance.institutions....GDP 6.710108e-03 2.482818e-01
## Market.capitalization....GDP 6.472517e+00 7.043005e+00
## Venture.capital.investors..deals.bn.PPP..GDP 3.737087e-01 3.718101e-01
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.534030e+00 9.889013e-05
## Venture.capital.received..value....GDP. 6.282053e-01 8.656695e-02
## Applied.tariff.rate..weighted.avg.... 9.912416e+00 2.033895e-03
## Domestic.industry.diversification 3.116284e-01 9.141433e-03
## Domestic.market.scale..bn.PPP. 1.748617e+00 2.589435e+00
## Knowledge.intensive.employment... 1.657584e+00 1.278659e-01
## Firms.offering.formal.training... 2.126048e+00 2.873067e+01
## GERD.performed.by.business....GDP 3.628265e-01 7.761904e-02
## GERD.financed.by.business... 9.965341e-01 3.826841e+00
## Females.employed.w.advanced.degrees... 1.178741e-01 1.821963e-01
## University.industry.R.D.collaboration. 9.096632e-05 5.441219e-03
## State.of.cluster.development.and.depth. 1.553929e-01 4.712004e-03
## GERD.financed.by.abroad....GDP 3.098523e-01 1.179934e-02
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 7.218885e-01 2.220352e-01
## Patent.families.bn.PPP..GDP 2.607152e-01 7.998915e-02
## Intellectual.property.payments....total.trade 4.435347e+00 6.458947e-01
## High.tech.imports....total.trade 1.939344e-03 1.436172e+00
## ICT.services.imports....total.trade 4.975002e-01 3.716951e+00
## FDI.net.inflows....GDP 2.420343e+00 4.089269e-02
## Research.talent....in.businesses 2.639587e+00 5.931378e+00
## Patents.by.origin.bn.PPP..GDP 9.789877e-01 5.366849e-01
## PCT.patents.by.origin.bn.PPP..GDP 1.019605e+00 2.861802e-01
## Utility.models.by.origin.bn.PPP..GDP 8.563667e-01 7.896078e-01
## Scientific.and.technical.articles.bn.PPP..GDP 4.964593e-01 1.091016e+00
## Citable.documents.H.index 2.372611e+00 2.016866e+00
## Labor.productivity.growth... 2.623820e+00 4.866845e-02
## New.businesses.th.pop..15.64 1.860063e-02 1.503074e+00
## Software.spending....GDP 4.756801e+00 2.111890e-02
## ISO.9001.quality.certificates.bn.PPP..GDP 6.715105e-01 1.082522e+00
## High.tech.manufacturing... 8.702577e-01 3.770139e-02
## Intellectual.property.receipts....total.trade 8.556572e-01 1.684639e+00
## Production.and.export.complexity 8.898819e-01 4.444297e-01
## High.tech.exports....total.trade 8.191337e-02 7.568713e-01
## ICT.services.exports....total.trade 3.018845e-02 3.488804e+00
## Intangible.asset.intensity..top.15.... 5.537620e-01 3.046337e+00
## Trademarks.by.origin.bn.PPP..GDP. 1.454300e-01 1.287083e-01
## Global.brand.value..top.5.000....GDP 2.648417e-02 2.233772e-01
## Industrial.designs.by.origin.bn.PPP..GDP. 1.560078e-01 7.597910e-04
## Cultural.and.creative.services.exports....total.trade 2.055225e+00 3.438474e+00
## National.feature.films.mn.pop..15.69 4.886583e-01 1.525917e+00
## Entertainment.and.media.market.th.pop..15.69 3.422177e+00 2.065364e+00
## Printing.and.other.media....manufacturing 8.640853e-01 6.395254e-01
## Creative.goods.exports....total.trade 1.650262e-01 9.152953e-01
## Generic.top.level.domains..TLDs..th.pop..15.69 1.204819e+00 5.460760e-02
## Country.code.TLDs.th.pop..15.69 2.773842e-01 2.409406e-03
## GitHub.commits.mn.pop..15.69 1.662072e+00 2.851278e-01
## Mobile.app.creation.bn.PPP..GDP 3.981554e+00 1.263805e-02
## Dim.53 Dim.54
## Political.and.operational.stability 1.599494e+00 1.791005e+00
## Government.effectiveness 3.045784e-01 1.398867e+00
## Regulatory.quality 1.440933e-01 1.253956e+00
## Rule.of.law 2.236948e-01 1.712274e+00
## Cost.of.redudancy.dismissal 2.373286e-01 6.957066e-02
## Policies.for.doing.business 2.342309e-01 1.018731e-01
## Entrepreneurship.policies.and.culture. 8.218857e-01 2.422299e+00
## Expenditure.on.education....GDP 1.978584e+00 1.230526e+00
## Government.funding.pupil..secondary....GDP.cap 1.857984e+00 3.269593e+00
## School.life.expectancy..years 2.383674e-01 1.758928e-01
## PISA.scales.in.reading..maths.and.science 5.051192e-01 1.093885e-02
## Pupil.teacher.ratio..secondary 4.380718e-01 5.285896e-01
## Tertiary.enrolment....gross 2.033437e-04 2.140980e-01
## Graduates.in.science.and.engineering... 1.866538e+00 4.142817e+00
## Tertiary.inbound.mobility... 7.726724e+00 1.898084e-04
## Researchers..FTE.mn.pop. 2.618126e+00 3.032909e-02
## Gross.expenditure.on.R.D....GDP 7.262733e-01 1.524061e+00
## Global.corporate.R.D.investors..top.3..mn.US. 1.673217e-01 2.237922e-01
## QS.university.ranking..top.3 2.908121e-01 9.256958e-02
## ICT.access 7.367934e-01 7.095506e-03
## ICT.use 3.481497e-01 3.404082e-02
## Government.s.online.service 9.561559e-01 4.914576e-02
## E.participation 4.671164e-01 2.055118e-01
## Electricity.output..GWh.mn.pop. 8.966607e-02 3.433924e-01
## Logistics.performance 1.343519e-01 7.795436e-02
## Gross.capital.formation....GDP 6.069233e+00 1.311934e-02
## GDP.unit.of.energy.use 7.992595e-02 6.461600e-01
## Environmental.performance 3.459489e+00 5.693188e-01
## ISO.14001.environmental.certificates.bn.PPP..GDP 4.266594e-01 7.925862e-01
## Finance.for.startups.and.scaleups 1.223150e+00 1.764148e+00
## Domestic.credit.to.private.sector....GDP 4.774619e+00 5.125911e-02
## Loans.from.microfinance.institutions....GDP 1.871723e-03 2.919060e-01
## Market.capitalization....GDP 1.493255e+00 2.189996e-01
## Venture.capital.investors..deals.bn.PPP..GDP 4.251317e-03 2.541031e-02
## Venture.capital.recipients..deals.bn.PPP..GDP. 8.371797e-02 1.455985e+00
## Venture.capital.received..value....GDP. 1.030882e+00 2.449456e+00
## Applied.tariff.rate..weighted.avg.... 2.557361e-01 7.516942e+00
## Domestic.industry.diversification 3.023692e+00 1.379750e-02
## Domestic.market.scale..bn.PPP. 4.210356e-01 5.169843e-01
## Knowledge.intensive.employment... 9.812428e-01 1.645220e+00
## Firms.offering.formal.training... 2.162135e+00 5.431674e+00
## GERD.performed.by.business....GDP 2.920145e-01 6.993399e-01
## GERD.financed.by.business... 4.349446e-01 2.330555e+00
## Females.employed.w.advanced.degrees... 3.209378e-03 1.145446e-03
## University.industry.R.D.collaboration. 2.845603e-01 1.351558e-01
## State.of.cluster.development.and.depth. 1.245590e+00 2.061405e+00
## GERD.financed.by.abroad....GDP 2.835265e+00 1.057006e+00
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 4.342594e-01 2.332994e-01
## Patent.families.bn.PPP..GDP 6.248576e-03 7.161255e-01
## Intellectual.property.payments....total.trade 2.908489e+00 1.234029e-01
## High.tech.imports....total.trade 8.836557e-01 5.294140e-03
## ICT.services.imports....total.trade 1.610537e+01 2.868541e+00
## FDI.net.inflows....GDP 9.179657e-01 1.527099e-01
## Research.talent....in.businesses 9.838302e-02 8.112704e-01
## Patents.by.origin.bn.PPP..GDP 6.215329e-03 1.802524e-01
## PCT.patents.by.origin.bn.PPP..GDP 3.279856e-02 1.012678e+00
## Utility.models.by.origin.bn.PPP..GDP 1.498794e+00 9.733889e+00
## Scientific.and.technical.articles.bn.PPP..GDP 3.294066e-03 9.115550e-01
## Citable.documents.H.index 6.250775e-02 2.032249e-02
## Labor.productivity.growth... 5.817139e-02 1.301172e-01
## New.businesses.th.pop..15.64 1.202984e+00 4.194182e+00
## Software.spending....GDP 1.344692e-01 2.985087e-01
## ISO.9001.quality.certificates.bn.PPP..GDP 2.798129e+00 1.499132e-01
## High.tech.manufacturing... 3.257218e-01 5.107446e-02
## Intellectual.property.receipts....total.trade 1.011383e+00 1.692091e-01
## Production.and.export.complexity 1.095366e+00 3.468764e-01
## High.tech.exports....total.trade 8.183485e-01 4.709573e-02
## ICT.services.exports....total.trade 3.685796e-01 1.238909e+00
## Intangible.asset.intensity..top.15.... 1.336318e-01 3.699172e+00
## Trademarks.by.origin.bn.PPP..GDP. 1.867356e-02 1.192725e+00
## Global.brand.value..top.5.000....GDP 7.379922e-01 2.481036e+00
## Industrial.designs.by.origin.bn.PPP..GDP. 6.381627e-01 8.020012e-01
## Cultural.and.creative.services.exports....total.trade 3.325176e+00 3.457337e+00
## National.feature.films.mn.pop..15.69 2.928747e+00 4.165294e-01
## Entertainment.and.media.market.th.pop..15.69 5.752219e-01 3.548872e-01
## Printing.and.other.media....manufacturing 1.596911e+00 1.247070e+01
## Creative.goods.exports....total.trade 2.315191e+00 5.658114e-01
## Generic.top.level.domains..TLDs..th.pop..15.69 5.967488e-01 4.302516e-01
## Country.code.TLDs.th.pop..15.69 4.097619e-01 1.677736e-03
## GitHub.commits.mn.pop..15.69 1.501553e-01 1.127975e-01
## Mobile.app.creation.bn.PPP..GDP 5.043522e-01 2.189037e-02
## Dim.55 Dim.56
## Political.and.operational.stability 3.050391e+00 1.424409e+00
## Government.effectiveness 5.296230e-01 7.449792e-01
## Regulatory.quality 1.467194e+00 3.078414e-04
## Rule.of.law 1.473232e+00 6.233908e-01
## Cost.of.redudancy.dismissal 1.477750e+00 1.944573e-02
## Policies.for.doing.business 2.370655e-01 1.389110e-01
## Entrepreneurship.policies.and.culture. 3.323675e+00 3.418281e+00
## Expenditure.on.education....GDP 6.223676e+00 5.648613e-02
## Government.funding.pupil..secondary....GDP.cap 1.602748e+00 3.297246e+00
## School.life.expectancy..years 1.513246e+00 5.032301e-02
## PISA.scales.in.reading..maths.and.science 7.214467e-01 6.080272e-02
## Pupil.teacher.ratio..secondary 1.174563e+00 3.435557e+00
## Tertiary.enrolment....gross 1.314426e-01 6.165860e-02
## Graduates.in.science.and.engineering... 6.500175e-02 2.569147e-02
## Tertiary.inbound.mobility... 2.699506e-01 3.215609e+00
## Researchers..FTE.mn.pop. 6.025971e-02 1.024473e-01
## Gross.expenditure.on.R.D....GDP 3.743557e-01 2.772876e-04
## Global.corporate.R.D.investors..top.3..mn.US. 3.019882e-01 1.261098e-02
## QS.university.ranking..top.3 4.810762e-01 2.728924e-01
## ICT.access 1.160581e+00 7.475714e+00
## ICT.use 6.626428e-01 3.576118e+00
## Government.s.online.service 4.702873e-01 1.155152e+00
## E.participation 3.853937e-01 3.694493e-01
## Electricity.output..GWh.mn.pop. 7.790827e-02 4.773876e-01
## Logistics.performance 6.965986e-01 6.900483e-02
## Gross.capital.formation....GDP 6.360587e-01 1.731380e+00
## GDP.unit.of.energy.use 2.788308e-01 1.236466e-01
## Environmental.performance 2.503069e-01 1.656244e-01
## ISO.14001.environmental.certificates.bn.PPP..GDP 1.466267e+00 8.078467e-02
## Finance.for.startups.and.scaleups 1.324993e+00 3.960646e+00
## Domestic.credit.to.private.sector....GDP 1.580682e+00 1.551527e-01
## Loans.from.microfinance.institutions....GDP 7.546286e-02 6.172929e-01
## Market.capitalization....GDP 1.987411e+00 5.397200e-01
## Venture.capital.investors..deals.bn.PPP..GDP 7.341461e-01 1.287997e-01
## Venture.capital.recipients..deals.bn.PPP..GDP. 3.954153e+00 6.087310e-01
## Venture.capital.received..value....GDP. 1.388095e+00 1.357489e+00
## Applied.tariff.rate..weighted.avg.... 9.087789e-02 1.562467e+01
## Domestic.industry.diversification 1.905416e+00 9.542580e-02
## Domestic.market.scale..bn.PPP. 1.652194e+00 4.633613e-02
## Knowledge.intensive.employment... 3.676529e-01 1.150364e-02
## Firms.offering.formal.training... 3.868746e+00 5.478781e-01
## GERD.performed.by.business....GDP 4.988999e-01 8.679165e-03
## GERD.financed.by.business... 4.616662e+00 3.571117e-02
## Females.employed.w.advanced.degrees... 2.145462e+00 1.278148e-01
## University.industry.R.D.collaboration. 7.318365e-01 9.371346e-03
## State.of.cluster.development.and.depth. 8.964015e-01 8.311855e-05
## GERD.financed.by.abroad....GDP 5.497995e-01 4.162139e-03
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 9.648566e-01 6.175352e-02
## Patent.families.bn.PPP..GDP 5.118258e-03 1.220408e-01
## Intellectual.property.payments....total.trade 4.987562e-01 3.944779e+00
## High.tech.imports....total.trade 2.012377e+00 1.240720e+00
## ICT.services.imports....total.trade 4.881733e+00 1.688019e+00
## FDI.net.inflows....GDP 2.243675e+00 5.848337e-01
## Research.talent....in.businesses 4.449041e-01 3.099721e-02
## Patents.by.origin.bn.PPP..GDP 4.954846e-01 1.366863e-01
## PCT.patents.by.origin.bn.PPP..GDP 1.651818e-01 2.308751e-04
## Utility.models.by.origin.bn.PPP..GDP 8.195485e-01 3.885116e-01
## Scientific.and.technical.articles.bn.PPP..GDP 9.357774e-03 8.014401e-01
## Citable.documents.H.index 1.971101e-01 7.057336e-01
## Labor.productivity.growth... 8.332031e-01 5.677199e+00
## New.businesses.th.pop..15.64 3.134403e-05 8.752941e-02
## Software.spending....GDP 1.760266e-01 6.878327e-01
## ISO.9001.quality.certificates.bn.PPP..GDP 1.637370e-01 3.036866e-01
## High.tech.manufacturing... 1.479396e+00 7.640630e-01
## Intellectual.property.receipts....total.trade 1.112166e+00 8.417934e-01
## Production.and.export.complexity 9.874623e-01 3.062129e-01
## High.tech.exports....total.trade 2.946976e-01 6.045566e-01
## ICT.services.exports....total.trade 3.741673e+00 1.242241e+00
## Intangible.asset.intensity..top.15.... 1.159614e+00 5.393933e-01
## Trademarks.by.origin.bn.PPP..GDP. 3.929810e+00 1.461976e+00
## Global.brand.value..top.5.000....GDP 2.738049e-01 2.488755e-01
## Industrial.designs.by.origin.bn.PPP..GDP. 7.319424e-01 5.396805e+00
## Cultural.and.creative.services.exports....total.trade 1.580673e+00 4.136994e-03
## National.feature.films.mn.pop..15.69 7.949964e-01 3.537247e-01
## Entertainment.and.media.market.th.pop..15.69 9.455840e-03 3.412979e-03
## Printing.and.other.media....manufacturing 3.518917e+00 1.147166e+00
## Creative.goods.exports....total.trade 8.797792e-01 1.242002e+00
## Generic.top.level.domains..TLDs..th.pop..15.69 1.334217e+00 1.649545e+00
## Country.code.TLDs.th.pop..15.69 5.042630e-01 2.453159e+00
## GitHub.commits.mn.pop..15.69 4.116539e-02 6.063096e+00
## Mobile.app.creation.bn.PPP..GDP 4.782413e+00 3.150789e+00
## Dim.57 Dim.58
## Political.and.operational.stability 1.6651981975 0.8289811827
## Government.effectiveness 2.4240616750 0.3861884970
## Regulatory.quality 2.3011961972 0.8450020876
## Rule.of.law 2.3629156402 0.8234929158
## Cost.of.redudancy.dismissal 0.1782627971 1.7470052805
## Policies.for.doing.business 0.9656517710 0.4343648173
## Entrepreneurship.policies.and.culture. 1.0116815348 1.5883904881
## Expenditure.on.education....GDP 0.3110912746 0.6833645231
## Government.funding.pupil..secondary....GDP.cap 0.4936971470 0.1699640842
## School.life.expectancy..years 1.3820812166 0.1182943765
## PISA.scales.in.reading..maths.and.science 2.3187408056 0.0967768460
## Pupil.teacher.ratio..secondary 0.5333854371 0.0010083739
## Tertiary.enrolment....gross 1.5030599101 0.0890582725
## Graduates.in.science.and.engineering... 0.3816922936 0.7254699349
## Tertiary.inbound.mobility... 0.9619779390 1.8872629475
## Researchers..FTE.mn.pop. 2.2408887792 0.1472259006
## Gross.expenditure.on.R.D....GDP 2.1187434454 0.0243695698
## Global.corporate.R.D.investors..top.3..mn.US. 1.9698304904 0.4055941537
## QS.university.ranking..top.3 1.8755334403 2.0889366849
## ICT.access 1.5410936626 0.1418939396
## ICT.use 2.0853537475 0.0454698757
## Government.s.online.service 1.6040094489 0.6604128730
## E.participation 1.5070715633 0.8165229024
## Electricity.output..GWh.mn.pop. 1.1702354905 0.0441134407
## Logistics.performance 2.4113417009 0.3673898836
## Gross.capital.formation....GDP 0.0024472890 0.3083686769
## GDP.unit.of.energy.use 0.2516615903 0.2845337304
## Environmental.performance 1.5797998841 1.6044148149
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.4476457131 0.0610354386
## Finance.for.startups.and.scaleups 1.1165129065 2.5278357410
## Domestic.credit.to.private.sector....GDP 1.4308216647 0.3845711273
## Loans.from.microfinance.institutions....GDP 0.3072140907 0.3263745213
## Market.capitalization....GDP 0.6806224275 0.9430998628
## Venture.capital.investors..deals.bn.PPP..GDP 1.3134944645 3.7115415899
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.3112945549 1.4292164298
## Venture.capital.received..value....GDP. 0.9448176366 0.3218612733
## Applied.tariff.rate..weighted.avg.... 1.0616900147 0.0103585008
## Domestic.industry.diversification 0.9450008932 2.6936062188
## Domestic.market.scale..bn.PPP. 0.5390332665 7.3778265826
## Knowledge.intensive.employment... 1.9302594793 0.7899193940
## Firms.offering.formal.training... 0.0013321236 0.1085193219
## GERD.performed.by.business....GDP 1.8955307972 0.1217398212
## GERD.financed.by.business... 1.9289592924 1.1862928575
## Females.employed.w.advanced.degrees... 1.7794539963 0.5255937658
## University.industry.R.D.collaboration. 1.5926959212 0.0501065453
## State.of.cluster.development.and.depth. 1.2632037775 0.7024084488
## GERD.financed.by.abroad....GDP 1.0171776379 1.1892663609
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 1.3926843595 3.7621344271
## Patent.families.bn.PPP..GDP 2.1244672219 0.3868356560
## Intellectual.property.payments....total.trade 1.1040598720 0.0824343236
## High.tech.imports....total.trade 0.2401787018 5.5260507566
## ICT.services.imports....total.trade 0.8717006647 3.4755018955
## FDI.net.inflows....GDP 0.0007107491 1.1651041900
## Research.talent....in.businesses 2.0451869302 1.0236598955
## Patents.by.origin.bn.PPP..GDP 1.5625902832 0.2500223751
## PCT.patents.by.origin.bn.PPP..GDP 2.0501811018 0.5873881012
## Utility.models.by.origin.bn.PPP..GDP 0.0602395821 4.1006911432
## Scientific.and.technical.articles.bn.PPP..GDP 1.5144965165 1.3596684440
## Citable.documents.H.index 1.8403427214 1.1235476983
## Labor.productivity.growth... 0.1722103776 1.1403902575
## New.businesses.th.pop..15.64 0.7085035280 4.0683526936
## Software.spending....GDP 1.6231824024 0.4290714596
## ISO.9001.quality.certificates.bn.PPP..GDP 0.3955991039 0.0142474383
## High.tech.manufacturing... 1.7547403585 3.0532095846
## Intellectual.property.receipts....total.trade 1.8398882887 0.8307730974
## Production.and.export.complexity 1.5629329333 3.2114861799
## High.tech.exports....total.trade 1.4713888303 3.7499599635
## ICT.services.exports....total.trade 0.2844004074 0.5403000723
## Intangible.asset.intensity..top.15.... 1.5260736078 1.1194989531
## Trademarks.by.origin.bn.PPP..GDP. 0.3795774585 0.3243533124
## Global.brand.value..top.5.000....GDP 1.5803106738 0.7680193879
## Industrial.designs.by.origin.bn.PPP..GDP. 0.4997463933 1.0256109420
## Cultural.and.creative.services.exports....total.trade 0.8990497276 1.8451750916
## National.feature.films.mn.pop..15.69 1.5045248486 0.5570176072
## Entertainment.and.media.market.th.pop..15.69 1.8903653936 0.0003556051
## Printing.and.other.media....manufacturing 0.2001414862 0.4464310428
## Creative.goods.exports....total.trade 0.4097058402 5.4113546648
## Generic.top.level.domains..TLDs..th.pop..15.69 1.6978480044 2.3582735023
## Country.code.TLDs.th.pop..15.69 1.4336971964 1.8896985885
## GitHub.commits.mn.pop..15.69 1.8422515185 2.2445172956
## Mobile.app.creation.bn.PPP..GDP 0.8575578896 0.3038194781
## Dim.59 Dim.60
## Political.and.operational.stability 0.4559070807 1.7880141849
## Government.effectiveness 0.0013242270 1.3909961322
## Regulatory.quality 0.1624710702 1.5309118275
## Rule.of.law 0.0016791647 0.7484312373
## Cost.of.redudancy.dismissal 0.0885264451 0.3162411184
## Policies.for.doing.business 2.0402130768 5.2794023413
## Entrepreneurship.policies.and.culture. 0.1029720015 0.7651829544
## Expenditure.on.education....GDP 0.0395283036 0.4505999585
## Government.funding.pupil..secondary....GDP.cap 0.7082526062 0.1096092848
## School.life.expectancy..years 1.4421038958 0.0919948903
## PISA.scales.in.reading..maths.and.science 0.7257159475 0.0328887013
## Pupil.teacher.ratio..secondary 2.3777220207 1.5342286679
## Tertiary.enrolment....gross 2.6845419883 0.0279806687
## Graduates.in.science.and.engineering... 1.1547377868 0.0355614743
## Tertiary.inbound.mobility... 0.0915331119 1.6825019582
## Researchers..FTE.mn.pop. 0.0289032246 1.3255041389
## Gross.expenditure.on.R.D....GDP 0.6558703505 3.2041058885
## Global.corporate.R.D.investors..top.3..mn.US. 2.4122761933 2.0310911864
## QS.university.ranking..top.3 2.2455229706 0.0026038226
## ICT.access 2.3794391874 3.0317669366
## ICT.use 1.5303479630 1.1621510215
## Government.s.online.service 1.3269954945 0.1595432500
## E.participation 1.5907348153 0.0782586376
## Electricity.output..GWh.mn.pop. 0.2849360291 0.8564361343
## Logistics.performance 0.1085865250 0.0795096468
## Gross.capital.formation....GDP 0.2779442066 0.0462217702
## GDP.unit.of.energy.use 0.0097453924 1.3221269880
## Environmental.performance 1.4615747323 1.3766788699
## ISO.14001.environmental.certificates.bn.PPP..GDP 9.0231109414 0.3728558318
## Finance.for.startups.and.scaleups 0.1374256396 0.0282869358
## Domestic.credit.to.private.sector....GDP 0.7027428235 2.1222972172
## Loans.from.microfinance.institutions....GDP 0.0004213419 0.0304889743
## Market.capitalization....GDP 3.0796196396 4.7736784457
## Venture.capital.investors..deals.bn.PPP..GDP 0.8664589563 0.9432472120
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.1271479471 0.0250583599
## Venture.capital.received..value....GDP. 1.0521052478 1.4151663155
## Applied.tariff.rate..weighted.avg.... 2.9007995298 1.8606160545
## Domestic.industry.diversification 1.8750784039 0.0873073899
## Domestic.market.scale..bn.PPP. 1.8611024409 0.2076139177
## Knowledge.intensive.employment... 0.9033994171 0.0436580921
## Firms.offering.formal.training... 1.4233569054 4.2297550717
## GERD.performed.by.business....GDP 0.8205221551 4.1828140202
## GERD.financed.by.business... 0.2652978835 0.0788416224
## Females.employed.w.advanced.degrees... 2.1608314932 0.2899202103
## University.industry.R.D.collaboration. 1.2528439962 1.4588424293
## State.of.cluster.development.and.depth. 1.4733825878 3.0276291497
## GERD.financed.by.abroad....GDP 0.9735345132 4.4540089653
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.9674912560 1.7897240221
## Patent.families.bn.PPP..GDP 1.9872338802 1.9165988766
## Intellectual.property.payments....total.trade 0.3472048457 0.0002167638
## High.tech.imports....total.trade 0.0752046721 1.7490250960
## ICT.services.imports....total.trade 0.0650152939 0.4813167933
## FDI.net.inflows....GDP 1.9048574682 4.0369156556
## Research.talent....in.businesses 0.0064449131 0.8586430686
## Patents.by.origin.bn.PPP..GDP 1.3700080777 5.3645080243
## PCT.patents.by.origin.bn.PPP..GDP 1.6760149342 1.9618194073
## Utility.models.by.origin.bn.PPP..GDP 1.5756332752 1.0084008382
## Scientific.and.technical.articles.bn.PPP..GDP 0.3668358961 1.9297169555
## Citable.documents.H.index 1.8805830142 1.2540985488
## Labor.productivity.growth... 0.9729733040 1.2734584851
## New.businesses.th.pop..15.64 0.1998674558 3.2317903851
## Software.spending....GDP 0.3559073154 0.0824571599
## ISO.9001.quality.certificates.bn.PPP..GDP 9.9989211498 0.7937467286
## High.tech.manufacturing... 0.0677453306 0.2115739746
## Intellectual.property.receipts....total.trade 1.3379566905 0.8271293108
## Production.and.export.complexity 0.8607085065 0.7412256795
## High.tech.exports....total.trade 0.5991125884 0.0035615376
## ICT.services.exports....total.trade 1.3558552522 0.4497348483
## Intangible.asset.intensity..top.15.... 0.2021288220 0.1791292521
## Trademarks.by.origin.bn.PPP..GDP. 0.6642865789 0.0093494076
## Global.brand.value..top.5.000....GDP 4.1520581292 0.6326841236
## Industrial.designs.by.origin.bn.PPP..GDP. 0.0685322002 2.2205462384
## Cultural.and.creative.services.exports....total.trade 0.1544826876 0.0401629640
## National.feature.films.mn.pop..15.69 0.7979185293 1.0619459000
## Entertainment.and.media.market.th.pop..15.69 2.3895353277 0.9997616690
## Printing.and.other.media....manufacturing 2.1544695028 0.7233492387
## Creative.goods.exports....total.trade 0.3121030713 1.4025573453
## Generic.top.level.domains..TLDs..th.pop..15.69 1.2663838870 0.0316884981
## Country.code.TLDs.th.pop..15.69 0.0340851802 1.7784651584
## GitHub.commits.mn.pop..15.69 0.4344013535 0.0376186418
## Mobile.app.creation.bn.PPP..GDP 1.1087519359 0.8244494966
## Dim.61 Dim.62
## Political.and.operational.stability 4.683013e-02 0.298436287
## Government.effectiveness 1.816093e-01 0.117288184
## Regulatory.quality 1.292821e-01 0.066770572
## Rule.of.law 6.061704e-01 0.149636671
## Cost.of.redudancy.dismissal 6.533872e-02 0.151083085
## Policies.for.doing.business 8.502706e-01 0.157678597
## Entrepreneurship.policies.and.culture. 7.428230e-01 0.016383272
## Expenditure.on.education....GDP 3.721201e+00 1.418993643
## Government.funding.pupil..secondary....GDP.cap 6.719299e-01 0.010251535
## School.life.expectancy..years 2.914288e+00 1.678194613
## PISA.scales.in.reading..maths.and.science 5.747408e-01 0.095288818
## Pupil.teacher.ratio..secondary 5.460581e-01 0.005059976
## Tertiary.enrolment....gross 1.131808e+00 2.409514868
## Graduates.in.science.and.engineering... 1.734832e+00 0.202825359
## Tertiary.inbound.mobility... 7.910002e-03 0.004202095
## Researchers..FTE.mn.pop. 2.299938e-03 0.476263546
## Gross.expenditure.on.R.D....GDP 4.500141e-02 1.148793420
## Global.corporate.R.D.investors..top.3..mn.US. 1.908323e-03 0.287745717
## QS.university.ranking..top.3 2.480652e-03 0.023428918
## ICT.access 1.651017e+00 1.242577458
## ICT.use 1.354293e+00 0.819381119
## Government.s.online.service 1.458256e+00 1.187541436
## E.participation 1.589644e+00 1.300542471
## Electricity.output..GWh.mn.pop. 7.320944e+00 0.988691696
## Logistics.performance 1.185585e-01 0.108261789
## Gross.capital.formation....GDP 7.605855e-01 0.953090161
## GDP.unit.of.energy.use 3.971594e+00 1.304180127
## Environmental.performance 1.013442e+00 0.081861092
## ISO.14001.environmental.certificates.bn.PPP..GDP 6.710331e-01 1.245311410
## Finance.for.startups.and.scaleups 1.225089e+00 0.124390702
## Domestic.credit.to.private.sector....GDP 1.518426e-01 0.546814078
## Loans.from.microfinance.institutions....GDP 8.992857e-01 0.179195847
## Market.capitalization....GDP 9.207448e-04 0.225830934
## Venture.capital.investors..deals.bn.PPP..GDP 2.679134e+00 0.007385307
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.161588e+00 1.240338054
## Venture.capital.received..value....GDP. 2.186667e+00 0.274145602
## Applied.tariff.rate..weighted.avg.... 2.473115e-02 0.070833617
## Domestic.industry.diversification 9.353638e-02 0.068180189
## Domestic.market.scale..bn.PPP. 2.393895e-03 2.648221095
## Knowledge.intensive.employment... 7.182326e-04 0.004123052
## Firms.offering.formal.training... 5.627871e+00 0.563344627
## GERD.performed.by.business....GDP 6.859195e-02 0.992833993
## GERD.financed.by.business... 9.760285e-01 0.137131232
## Females.employed.w.advanced.degrees... 7.156810e-03 0.117063675
## University.industry.R.D.collaboration. 1.147759e-01 1.095960595
## State.of.cluster.development.and.depth. 4.973031e-01 0.038575836
## GERD.financed.by.abroad....GDP 1.822454e-01 5.849975762
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 3.463818e-01 0.151314907
## Patent.families.bn.PPP..GDP 4.316152e-01 0.072679262
## Intellectual.property.payments....total.trade 1.841981e+00 1.651007099
## High.tech.imports....total.trade 5.808788e+00 3.427548345
## ICT.services.imports....total.trade 2.753466e-01 0.057120571
## FDI.net.inflows....GDP 1.073502e+01 1.020310948
## Research.talent....in.businesses 8.017232e-01 0.141675566
## Patents.by.origin.bn.PPP..GDP 9.576280e-02 1.200270384
## PCT.patents.by.origin.bn.PPP..GDP 4.286557e-01 0.187120164
## Utility.models.by.origin.bn.PPP..GDP 1.317331e+00 1.160818619
## Scientific.and.technical.articles.bn.PPP..GDP 1.308338e+00 0.005561532
## Citable.documents.H.index 2.305028e-02 0.443563609
## Labor.productivity.growth... 1.187861e+00 0.323221555
## New.businesses.th.pop..15.64 6.857737e-01 3.440563164
## Software.spending....GDP 1.701789e+00 1.332207869
## ISO.9001.quality.certificates.bn.PPP..GDP 2.034516e-01 2.025520505
## High.tech.manufacturing... 1.755026e-01 0.726896425
## Intellectual.property.receipts....total.trade 8.540926e-01 0.009766584
## Production.and.export.complexity 2.803713e-02 1.308551221
## High.tech.exports....total.trade 1.358183e+00 3.668421031
## ICT.services.exports....total.trade 5.148103e-03 0.421383487
## Intangible.asset.intensity..top.15.... 5.862619e-01 0.369825927
## Trademarks.by.origin.bn.PPP..GDP. 2.073716e+00 18.056419666
## Global.brand.value..top.5.000....GDP 3.853722e-01 0.015618668
## Industrial.designs.by.origin.bn.PPP..GDP. 2.324878e+00 15.117629244
## Cultural.and.creative.services.exports....total.trade 4.463117e+00 0.149681549
## National.feature.films.mn.pop..15.69 4.256219e-01 0.346668250
## Entertainment.and.media.market.th.pop..15.69 5.941313e-02 0.022803057
## Printing.and.other.media....manufacturing 2.963991e-01 1.779481126
## Creative.goods.exports....total.trade 4.262748e+00 5.219479232
## Generic.top.level.domains..TLDs..th.pop..15.69 4.959370e-02 0.953904943
## Country.code.TLDs.th.pop..15.69 4.013042e-01 0.056548463
## GitHub.commits.mn.pop..15.69 6.176576e-01 1.407477242
## Mobile.app.creation.bn.PPP..GDP 4.654064e+00 1.595317652
## Dim.63 Dim.64
## Political.and.operational.stability 2.7976534060 1.354974e+00
## Government.effectiveness 0.7092579390 1.573429e-01
## Regulatory.quality 0.4743807406 6.082807e-01
## Rule.of.law 0.5795088773 2.220552e-01
## Cost.of.redudancy.dismissal 2.0008284340 6.063227e-01
## Policies.for.doing.business 0.2081901673 6.539934e-01
## Entrepreneurship.policies.and.culture. 5.6532156079 4.735445e-02
## Expenditure.on.education....GDP 1.2226759149 9.836956e+00
## Government.funding.pupil..secondary....GDP.cap 0.4117022068 3.064494e+00
## School.life.expectancy..years 0.0067718535 5.357553e-02
## PISA.scales.in.reading..maths.and.science 0.5543799636 1.444376e-02
## Pupil.teacher.ratio..secondary 1.0812608996 3.828859e-02
## Tertiary.enrolment....gross 0.0314332663 8.697936e-01
## Graduates.in.science.and.engineering... 1.0264236807 1.472764e+00
## Tertiary.inbound.mobility... 0.4003354119 5.171873e-01
## Researchers..FTE.mn.pop. 2.0317163066 1.001026e-01
## Gross.expenditure.on.R.D....GDP 0.3660240965 1.399162e-01
## Global.corporate.R.D.investors..top.3..mn.US. 0.1758260117 3.446921e-02
## QS.university.ranking..top.3 0.0001426790 1.116296e-01
## ICT.access 0.0563189647 8.437272e-04
## ICT.use 0.2435885980 4.156549e-02
## Government.s.online.service 1.8689904316 4.163834e-02
## E.participation 2.1157307555 7.262113e-06
## Electricity.output..GWh.mn.pop. 0.2758272868 1.320235e+00
## Logistics.performance 0.1124497997 6.141027e-01
## Gross.capital.formation....GDP 4.7720213300 8.312978e+00
## GDP.unit.of.energy.use 2.1050040255 1.313222e+01
## Environmental.performance 0.0315136943 1.034516e+00
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.0177118092 3.541224e-01
## Finance.for.startups.and.scaleups 5.9389035056 1.735831e-01
## Domestic.credit.to.private.sector....GDP 3.6459705538 7.502540e-04
## Loans.from.microfinance.institutions....GDP 0.3229395272 3.287053e+00
## Market.capitalization....GDP 0.0353127744 9.072306e-01
## Venture.capital.investors..deals.bn.PPP..GDP 1.3008979171 9.033050e-01
## Venture.capital.recipients..deals.bn.PPP..GDP. 2.8101554707 5.616010e+00
## Venture.capital.received..value....GDP. 3.7797647816 7.830995e+00
## Applied.tariff.rate..weighted.avg.... 0.5223412187 5.713028e-01
## Domestic.industry.diversification 2.4355325416 5.601463e-01
## Domestic.market.scale..bn.PPP. 1.5646010177 6.847279e-01
## Knowledge.intensive.employment... 0.0216824021 6.480356e-02
## Firms.offering.formal.training... 0.8793543389 2.055329e+00
## GERD.performed.by.business....GDP 0.4360602765 3.333759e-02
## GERD.financed.by.business... 0.3032666337 3.640612e-01
## Females.employed.w.advanced.degrees... 0.0838822051 1.263619e-04
## University.industry.R.D.collaboration. 0.0002436697 5.154155e-01
## State.of.cluster.development.and.depth. 0.0084572979 1.175670e+00
## GERD.financed.by.abroad....GDP 0.0010775263 7.576247e-01
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.1283689937 1.864958e+00
## Patent.families.bn.PPP..GDP 0.0278125621 1.833255e-01
## Intellectual.property.payments....total.trade 1.6901567897 4.625374e+00
## High.tech.imports....total.trade 2.4093101937 3.780684e-01
## ICT.services.imports....total.trade 0.2877094613 9.277593e-02
## FDI.net.inflows....GDP 0.4104341440 5.331467e-01
## Research.talent....in.businesses 0.2957540226 3.249171e-01
## Patents.by.origin.bn.PPP..GDP 0.1963223217 9.091460e-04
## PCT.patents.by.origin.bn.PPP..GDP 0.0016886215 8.456954e-02
## Utility.models.by.origin.bn.PPP..GDP 4.6722621941 7.464498e-01
## Scientific.and.technical.articles.bn.PPP..GDP 0.0336973432 4.848625e-01
## Citable.documents.H.index 0.2698192643 1.674880e-05
## Labor.productivity.growth... 1.0375545877 4.182727e+00
## New.businesses.th.pop..15.64 1.3733289771 3.838399e-02
## Software.spending....GDP 0.5473788130 4.316485e-01
## ISO.9001.quality.certificates.bn.PPP..GDP 0.1554796387 2.899800e-02
## High.tech.manufacturing... 0.0446861883 3.209566e-03
## Intellectual.property.receipts....total.trade 0.2308082803 1.988818e-01
## Production.and.export.complexity 0.2286387811 5.789469e-02
## High.tech.exports....total.trade 0.0009804132 4.427190e-01
## ICT.services.exports....total.trade 9.0608497980 1.898870e+00
## Intangible.asset.intensity..top.15.... 4.3231964396 1.464415e-02
## Trademarks.by.origin.bn.PPP..GDP. 1.2677752878 7.702780e-01
## Global.brand.value..top.5.000....GDP 0.1551783011 1.611083e-03
## Industrial.designs.by.origin.bn.PPP..GDP. 0.8613167811 5.871301e-01
## Cultural.and.creative.services.exports....total.trade 5.2879052507 1.723425e-01
## National.feature.films.mn.pop..15.69 0.6094299575 2.035630e-01
## Entertainment.and.media.market.th.pop..15.69 0.3776732105 3.458832e-01
## Printing.and.other.media....manufacturing 3.4598770742 2.068472e+00
## Creative.goods.exports....total.trade 2.9498127573 5.081334e-01
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0375972823 6.022243e-01
## Country.code.TLDs.th.pop..15.69 1.3763793562 8.902019e-01
## GitHub.commits.mn.pop..15.69 0.0003012486 1.965669e-01
## Mobile.app.creation.bn.PPP..GDP 0.7691878468 6.778600e+00
## Dim.65 Dim.66
## Political.and.operational.stability 1.963460e+00 9.707523e-03
## Government.effectiveness 5.726217e-01 1.150602e-01
## Regulatory.quality 1.903564e-01 8.865860e-02
## Rule.of.law 3.995759e-01 1.765879e-04
## Cost.of.redudancy.dismissal 4.536649e+00 9.474102e+00
## Policies.for.doing.business 1.081358e+01 5.110886e-05
## Entrepreneurship.policies.and.culture. 7.359506e-01 1.080464e-01
## Expenditure.on.education....GDP 1.666892e-01 7.396296e+00
## Government.funding.pupil..secondary....GDP.cap 3.005891e+00 1.450473e+00
## School.life.expectancy..years 8.363171e-01 1.184859e+00
## PISA.scales.in.reading..maths.and.science 2.307051e-01 9.664779e-02
## Pupil.teacher.ratio..secondary 9.158153e-01 1.046182e+00
## Tertiary.enrolment....gross 1.019943e+00 5.885630e-01
## Graduates.in.science.and.engineering... 1.219968e+00 5.469449e-01
## Tertiary.inbound.mobility... 9.526433e-01 1.104543e+00
## Researchers..FTE.mn.pop. 3.730312e-02 4.859857e-02
## Gross.expenditure.on.R.D....GDP 5.016042e-01 1.339856e-02
## Global.corporate.R.D.investors..top.3..mn.US. 1.763201e-02 3.289028e-01
## QS.university.ranking..top.3 1.575708e+00 8.456256e-03
## ICT.access 5.847367e-05 3.374519e-01
## ICT.use 4.509205e-03 3.614683e-02
## Government.s.online.service 1.043414e+00 5.559595e-01
## E.participation 8.198628e-01 5.440320e-01
## Electricity.output..GWh.mn.pop. 1.205557e-01 7.137463e-05
## Logistics.performance 2.136175e-02 5.911424e-02
## Gross.capital.formation....GDP 1.026262e+01 2.326780e+00
## GDP.unit.of.energy.use 3.677098e-01 8.678150e-01
## Environmental.performance 3.775938e-02 2.606492e-01
## ISO.14001.environmental.certificates.bn.PPP..GDP 5.438244e-02 1.014384e+01
## Finance.for.startups.and.scaleups 6.715991e-04 1.033790e+00
## Domestic.credit.to.private.sector....GDP 2.956629e-02 1.154457e-01
## Loans.from.microfinance.institutions....GDP 4.637804e+00 1.562730e+00
## Market.capitalization....GDP 5.815192e+00 1.222047e+00
## Venture.capital.investors..deals.bn.PPP..GDP 1.770899e-01 2.782580e-01
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.921819e-02 6.065993e-01
## Venture.capital.received..value....GDP. 1.035805e-01 1.159973e+00
## Applied.tariff.rate..weighted.avg.... 2.203006e-02 1.871758e+00
## Domestic.industry.diversification 3.669761e-04 1.193470e+00
## Domestic.market.scale..bn.PPP. 2.501667e-01 1.711236e+00
## Knowledge.intensive.employment... 2.358464e+00 3.630908e-01
## Firms.offering.formal.training... 5.669222e+00 3.353714e+00
## GERD.performed.by.business....GDP 1.307840e+00 2.447989e-03
## GERD.financed.by.business... 2.091206e-02 1.630633e-01
## Females.employed.w.advanced.degrees... 1.304488e+00 8.796694e-01
## University.industry.R.D.collaboration. 6.654863e+00 5.393056e-04
## State.of.cluster.development.and.depth. 7.121385e+00 8.714070e-02
## GERD.financed.by.abroad....GDP 1.004033e+00 3.419562e-02
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 3.789186e-01 5.942665e-03
## Patent.families.bn.PPP..GDP 2.398066e-01 1.045833e-02
## Intellectual.property.payments....total.trade 6.804437e-01 2.943280e+00
## High.tech.imports....total.trade 4.715983e-01 2.527595e+00
## ICT.services.imports....total.trade 1.671569e+00 6.835358e-02
## FDI.net.inflows....GDP 1.918349e-01 1.119347e+00
## Research.talent....in.businesses 5.780133e-03 4.727534e-05
## Patents.by.origin.bn.PPP..GDP 3.100830e-01 2.213762e-01
## PCT.patents.by.origin.bn.PPP..GDP 3.267510e-01 1.075316e-03
## Utility.models.by.origin.bn.PPP..GDP 5.247215e-01 2.112622e+00
## Scientific.and.technical.articles.bn.PPP..GDP 1.768604e-02 2.920168e+00
## Citable.documents.H.index 7.784212e-01 1.407191e+00
## Labor.productivity.growth... 6.600199e+00 1.370016e-01
## New.businesses.th.pop..15.64 1.635576e-01 6.873967e-02
## Software.spending....GDP 7.389585e-01 4.531199e-02
## ISO.9001.quality.certificates.bn.PPP..GDP 1.079300e+00 3.922190e+00
## High.tech.manufacturing... 3.874563e-01 3.656762e-02
## Intellectual.property.receipts....total.trade 3.604902e-02 7.114175e-02
## Production.and.export.complexity 1.476540e-02 8.590285e-02
## High.tech.exports....total.trade 5.783658e-03 3.867664e-01
## ICT.services.exports....total.trade 2.584951e-02 8.295707e+00
## Intangible.asset.intensity..top.15.... 3.899011e-04 2.131169e-01
## Trademarks.by.origin.bn.PPP..GDP. 2.347377e-01 7.638847e-01
## Global.brand.value..top.5.000....GDP 1.208453e+00 1.106257e-01
## Industrial.designs.by.origin.bn.PPP..GDP. 1.288456e-01 1.171482e+00
## Cultural.and.creative.services.exports....total.trade 6.610066e-02 3.034751e-03
## National.feature.films.mn.pop..15.69 8.386284e-02 4.568760e-03
## Entertainment.and.media.market.th.pop..15.69 9.229526e-01 2.389490e-03
## Printing.and.other.media....manufacturing 1.065648e+00 1.313873e+01
## Creative.goods.exports....total.trade 2.151245e-01 5.259969e-01
## Generic.top.level.domains..TLDs..th.pop..15.69 7.208818e-01 1.013853e-02
## Country.code.TLDs.th.pop..15.69 2.740263e-01 4.526005e-01
## GitHub.commits.mn.pop..15.69 2.869640e-01 1.251918e+00
## Mobile.app.creation.bn.PPP..GDP 1.220941e+00 1.584037e+00
## Dim.67 Dim.68
## Political.and.operational.stability 5.010539e-02 8.387462e-01
## Government.effectiveness 3.682409e-01 1.234517e-01
## Regulatory.quality 4.081226e-01 7.489437e-02
## Rule.of.law 9.684466e-03 1.000887e-02
## Cost.of.redudancy.dismissal 7.678847e+00 2.520765e+00
## Policies.for.doing.business 1.017255e+00 4.317947e-03
## Entrepreneurship.policies.and.culture. 1.057917e+00 7.049706e+00
## Expenditure.on.education....GDP 3.579393e-02 1.941660e-01
## Government.funding.pupil..secondary....GDP.cap 2.081446e+01 2.256723e+00
## School.life.expectancy..years 7.048009e-01 5.765140e+00
## PISA.scales.in.reading..maths.and.science 5.467647e-01 3.291402e-02
## Pupil.teacher.ratio..secondary 8.552005e+00 3.913815e-01
## Tertiary.enrolment....gross 1.442142e+00 4.052370e+00
## Graduates.in.science.and.engineering... 1.170503e-01 3.825944e-01
## Tertiary.inbound.mobility... 5.529460e-01 1.704852e+00
## Researchers..FTE.mn.pop. 5.971302e-03 9.824677e-02
## Gross.expenditure.on.R.D....GDP 2.839868e-01 4.962151e-01
## Global.corporate.R.D.investors..top.3..mn.US. 1.109530e-01 3.410836e-01
## QS.university.ranking..top.3 1.231214e+00 2.153487e-01
## ICT.access 5.806447e-02 4.726313e-03
## ICT.use 5.403866e-03 1.065516e-02
## Government.s.online.service 2.162908e+00 2.199246e+00
## E.participation 2.849698e+00 2.970773e+00
## Electricity.output..GWh.mn.pop. 1.679287e-01 1.031441e+00
## Logistics.performance 4.583466e-03 4.292343e-03
## Gross.capital.formation....GDP 1.763736e-01 4.128420e-01
## GDP.unit.of.energy.use 1.147292e+00 1.051007e+01
## Environmental.performance 5.535769e-01 1.021309e+00
## ISO.14001.environmental.certificates.bn.PPP..GDP 1.006076e+00 6.714799e-01
## Finance.for.startups.and.scaleups 1.305209e-02 4.687577e+00
## Domestic.credit.to.private.sector....GDP 1.828919e-01 1.583158e-01
## Loans.from.microfinance.institutions....GDP 1.151107e+01 3.223630e-01
## Market.capitalization....GDP 1.555784e-01 7.663266e-01
## Venture.capital.investors..deals.bn.PPP..GDP 2.172181e-01 7.087167e-05
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.292327e-01 1.140165e-01
## Venture.capital.received..value....GDP. 1.417755e-04 9.363102e-02
## Applied.tariff.rate..weighted.avg.... 4.962899e-01 3.040604e-03
## Domestic.industry.diversification 5.534467e-03 1.065592e+01
## Domestic.market.scale..bn.PPP. 2.632755e-01 3.167430e-01
## Knowledge.intensive.employment... 4.754443e-01 4.575222e-03
## Firms.offering.formal.training... 1.093725e+00 1.680743e+00
## GERD.performed.by.business....GDP 3.457816e-01 1.643527e-01
## GERD.financed.by.business... 1.237910e-03 5.105506e-01
## Females.employed.w.advanced.degrees... 2.794843e+00 2.214122e-01
## University.industry.R.D.collaboration. 1.298070e+00 5.902390e-01
## State.of.cluster.development.and.depth. 3.511452e+00 3.372803e-01
## GERD.financed.by.abroad....GDP 3.299004e-01 2.618502e+00
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 3.181206e-04 2.147256e-02
## Patent.families.bn.PPP..GDP 7.913500e-02 1.652721e-02
## Intellectual.property.payments....total.trade 3.821137e-01 1.757453e+00
## High.tech.imports....total.trade 2.012084e+00 3.918948e-03
## ICT.services.imports....total.trade 2.596366e-02 4.333172e+00
## FDI.net.inflows....GDP 1.377973e+00 2.198991e+00
## Research.talent....in.businesses 9.884992e-03 3.434414e-01
## Patents.by.origin.bn.PPP..GDP 4.074247e-01 1.191785e-01
## PCT.patents.by.origin.bn.PPP..GDP 2.718750e-01 2.425808e-01
## Utility.models.by.origin.bn.PPP..GDP 1.554574e+00 1.034781e-01
## Scientific.and.technical.articles.bn.PPP..GDP 7.175391e-01 1.347072e+00
## Citable.documents.H.index 3.704007e-01 3.386565e-01
## Labor.productivity.growth... 3.699696e-01 3.888769e+00
## New.businesses.th.pop..15.64 1.008775e+00 1.284572e-02
## Software.spending....GDP 2.399599e-01 2.878120e+00
## ISO.9001.quality.certificates.bn.PPP..GDP 3.643486e+00 3.548929e-04
## High.tech.manufacturing... 5.435560e-02 2.767401e-01
## Intellectual.property.receipts....total.trade 2.649047e-01 7.753969e-01
## Production.and.export.complexity 5.185266e-02 3.137535e-03
## High.tech.exports....total.trade 1.690565e-01 3.558154e-01
## ICT.services.exports....total.trade 6.081548e-01 1.393719e-02
## Intangible.asset.intensity..top.15.... 2.276812e-01 1.425068e-01
## Trademarks.by.origin.bn.PPP..GDP. 1.048530e+00 4.830765e-01
## Global.brand.value..top.5.000....GDP 4.357110e-02 1.270480e+00
## Industrial.designs.by.origin.bn.PPP..GDP. 6.732672e+00 9.358358e-02
## Cultural.and.creative.services.exports....total.trade 6.267274e-02 3.318299e-01
## National.feature.films.mn.pop..15.69 1.055490e-01 6.002919e-02
## Entertainment.and.media.market.th.pop..15.69 2.842040e-02 1.849801e+00
## Printing.and.other.media....manufacturing 7.606915e-01 5.377271e+00
## Creative.goods.exports....total.trade 1.608962e-02 5.527643e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 8.363288e-02 3.279447e-01
## Country.code.TLDs.th.pop..15.69 7.727141e-01 7.635401e-01
## GitHub.commits.mn.pop..15.69 3.556482e-02 1.411933e+00
## Mobile.app.creation.bn.PPP..GDP 5.174952e-01 2.160041e-01
## Dim.69 Dim.70
## Political.and.operational.stability 4.887166e-03 2.501381e-01
## Government.effectiveness 3.713360e-02 3.623210e-02
## Regulatory.quality 1.267924e-02 9.509769e-03
## Rule.of.law 3.829733e-01 3.824662e-03
## Cost.of.redudancy.dismissal 1.180365e+00 4.093165e+00
## Policies.for.doing.business 2.771401e-01 3.641533e-02
## Entrepreneurship.policies.and.culture. 6.394258e+00 5.869410e+00
## Expenditure.on.education....GDP 9.235744e-01 3.955970e+00
## Government.funding.pupil..secondary....GDP.cap 7.173587e-02 2.709498e+00
## School.life.expectancy..years 1.299114e-02 4.981348e+00
## PISA.scales.in.reading..maths.and.science 1.046069e-01 2.245486e-01
## Pupil.teacher.ratio..secondary 7.886639e+00 1.930062e-02
## Tertiary.enrolment....gross 2.288717e-01 2.273178e+00
## Graduates.in.science.and.engineering... 1.588962e+01 1.054085e+01
## Tertiary.inbound.mobility... 5.516589e-03 1.116778e+00
## Researchers..FTE.mn.pop. 9.260677e-02 3.235140e-01
## Gross.expenditure.on.R.D....GDP 1.456837e-01 1.076385e-02
## Global.corporate.R.D.investors..top.3..mn.US. 1.907538e-01 5.324887e-02
## QS.university.ranking..top.3 1.926984e-01 1.011251e-01
## ICT.access 8.381576e-02 7.728082e-04
## ICT.use 4.955235e-03 7.604178e-01
## Government.s.online.service 6.304448e-01 1.050652e+00
## E.participation 1.259495e+00 1.873331e+00
## Electricity.output..GWh.mn.pop. 1.040942e-01 3.242801e-01
## Logistics.performance 6.259721e-01 7.232926e-03
## Gross.capital.formation....GDP 3.821045e-02 3.863004e+00
## GDP.unit.of.energy.use 1.256665e-02 1.214598e-03
## Environmental.performance 1.009085e+00 6.324783e-01
## ISO.14001.environmental.certificates.bn.PPP..GDP 3.077314e+00 6.467311e-01
## Finance.for.startups.and.scaleups 6.397564e+00 2.374887e+00
## Domestic.credit.to.private.sector....GDP 2.005705e+00 3.309515e+00
## Loans.from.microfinance.institutions....GDP 1.696147e+00 1.966805e+00
## Market.capitalization....GDP 2.526929e-03 1.542511e-01
## Venture.capital.investors..deals.bn.PPP..GDP 3.511527e-02 4.084147e-03
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.571623e-01 7.526060e-05
## Venture.capital.received..value....GDP. 4.054309e-03 1.329871e+00
## Applied.tariff.rate..weighted.avg.... 1.712098e+00 5.029740e-02
## Domestic.industry.diversification 2.039901e-01 3.148747e-01
## Domestic.market.scale..bn.PPP. 2.192493e-02 4.505782e-01
## Knowledge.intensive.employment... 2.568446e-01 2.413309e+00
## Firms.offering.formal.training... 6.653688e-01 2.149218e+00
## GERD.performed.by.business....GDP 1.808165e-01 1.066243e-01
## GERD.financed.by.business... 2.878978e-01 1.554121e-01
## Females.employed.w.advanced.degrees... 7.115329e-01 1.281330e+00
## University.industry.R.D.collaboration. 2.815899e-02 4.258356e-01
## State.of.cluster.development.and.depth. 7.152950e-04 1.689639e-01
## GERD.financed.by.abroad....GDP 8.723630e-01 1.623887e-01
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 9.560531e-03 4.425083e-04
## Patent.families.bn.PPP..GDP 6.832306e-01 1.005583e-01
## Intellectual.property.payments....total.trade 2.792993e+00 1.030147e+00
## High.tech.imports....total.trade 1.200466e+00 1.500813e+00
## ICT.services.imports....total.trade 1.932165e+00 2.235365e-01
## FDI.net.inflows....GDP 2.302513e-01 1.978729e+00
## Research.talent....in.businesses 1.658869e-04 7.249946e-02
## Patents.by.origin.bn.PPP..GDP 8.834049e-01 1.188959e-01
## PCT.patents.by.origin.bn.PPP..GDP 5.518349e-01 4.697162e-01
## Utility.models.by.origin.bn.PPP..GDP 7.338522e-01 5.681954e-02
## Scientific.and.technical.articles.bn.PPP..GDP 2.437787e+00 7.039861e-01
## Citable.documents.H.index 6.206199e-02 3.033046e-01
## Labor.productivity.growth... 9.407567e-01 1.178306e+01
## New.businesses.th.pop..15.64 4.730443e+00 3.710885e+00
## Software.spending....GDP 7.060383e-01 4.890986e-01
## ISO.9001.quality.certificates.bn.PPP..GDP 7.216347e-01 7.487021e-01
## High.tech.manufacturing... 4.733055e-01 3.856558e-01
## Intellectual.property.receipts....total.trade 2.809316e+00 2.074116e-01
## Production.and.export.complexity 1.119916e+00 1.890331e+00
## High.tech.exports....total.trade 2.317972e-01 3.626739e-01
## ICT.services.exports....total.trade 4.145619e-04 2.236043e+00
## Intangible.asset.intensity..top.15.... 1.207976e+00 2.211524e+00
## Trademarks.by.origin.bn.PPP..GDP. 3.257484e+00 5.657483e-02
## Global.brand.value..top.5.000....GDP 6.982503e-01 1.683582e-03
## Industrial.designs.by.origin.bn.PPP..GDP. 2.068346e-02 2.681115e-01
## Cultural.and.creative.services.exports....total.trade 3.406743e+00 1.778674e+00
## National.feature.films.mn.pop..15.69 5.468956e+00 1.567965e+00
## Entertainment.and.media.market.th.pop..15.69 5.505919e-02 1.545299e-03
## Printing.and.other.media....manufacturing 9.408149e-01 3.189325e-01
## Creative.goods.exports....total.trade 2.023537e+00 1.371659e-01
## Generic.top.level.domains..TLDs..th.pop..15.69 4.506295e-01 2.738315e-02
## Country.code.TLDs.th.pop..15.69 2.786175e+00 1.655910e-01
## GitHub.commits.mn.pop..15.69 2.430301e-02 1.217260e+00
## Mobile.app.creation.bn.PPP..GDP 2.873176e-01 1.287029e+00
## Dim.71 Dim.72
## Political.and.operational.stability 0.0019164509 1.001981e+00
## Government.effectiveness 0.0105939785 2.286637e-01
## Regulatory.quality 0.2401729988 9.372487e-01
## Rule.of.law 0.0763664332 6.532608e-01
## Cost.of.redudancy.dismissal 4.3060009868 4.583954e-01
## Policies.for.doing.business 0.0244709382 1.517658e+00
## Entrepreneurship.policies.and.culture. 0.0998884928 1.632789e+00
## Expenditure.on.education....GDP 0.0055621387 1.045124e+01
## Government.funding.pupil..secondary....GDP.cap 3.9075577335 5.592339e-01
## School.life.expectancy..years 2.5511661716 7.194268e-01
## PISA.scales.in.reading..maths.and.science 0.1235237513 1.172027e-01
## Pupil.teacher.ratio..secondary 7.1358217858 5.274231e+00
## Tertiary.enrolment....gross 0.1566938329 8.240485e-01
## Graduates.in.science.and.engineering... 9.5567764394 9.509330e-01
## Tertiary.inbound.mobility... 3.1812307236 3.324037e+00
## Researchers..FTE.mn.pop. 0.7230976468 1.749374e-02
## Gross.expenditure.on.R.D....GDP 0.0223626111 4.998317e-02
## Global.corporate.R.D.investors..top.3..mn.US. 0.0561341609 3.689454e-04
## QS.university.ranking..top.3 0.0230633836 8.480078e-02
## ICT.access 0.5109435848 4.774934e-03
## ICT.use 0.3757147574 1.245449e-01
## Government.s.online.service 0.5594471980 4.525282e-01
## E.participation 0.2623463958 5.090814e-01
## Electricity.output..GWh.mn.pop. 4.5555462925 4.928827e+00
## Logistics.performance 0.3405121862 1.293017e-01
## Gross.capital.formation....GDP 7.4313963746 7.838820e-01
## GDP.unit.of.energy.use 0.8335709028 4.108362e+00
## Environmental.performance 0.0409691862 2.403252e+00
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.1045332008 6.046505e-01
## Finance.for.startups.and.scaleups 0.0396458628 2.267413e+00
## Domestic.credit.to.private.sector....GDP 0.1103280116 1.004697e-01
## Loans.from.microfinance.institutions....GDP 2.2786235903 1.115563e+01
## Market.capitalization....GDP 0.0824520244 1.093184e-01
## Venture.capital.investors..deals.bn.PPP..GDP 0.0528326154 2.457888e-02
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.5094436502 1.395688e+00
## Venture.capital.received..value....GDP. 4.2801795224 3.341128e+00
## Applied.tariff.rate..weighted.avg.... 2.4581595132 3.002159e+00
## Domestic.industry.diversification 0.9619864674 1.495187e-01
## Domestic.market.scale..bn.PPP. 1.0036364121 5.808798e-06
## Knowledge.intensive.employment... 0.5201479979 4.638839e-02
## Firms.offering.formal.training... 0.2058346283 1.184337e-01
## GERD.performed.by.business....GDP 0.4124710352 1.083855e-05
## GERD.financed.by.business... 0.1424248806 4.893596e-02
## Females.employed.w.advanced.degrees... 0.8360041060 7.707397e-02
## University.industry.R.D.collaboration. 0.2615280682 1.721049e+00
## State.of.cluster.development.and.depth. 0.4154118551 9.998759e-01
## GERD.financed.by.abroad....GDP 2.1591122668 5.742917e-01
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.0097360336 1.504958e+00
## Patent.families.bn.PPP..GDP 0.1678841844 2.850053e-03
## Intellectual.property.payments....total.trade 2.4204931336 5.232465e-04
## High.tech.imports....total.trade 0.0723762849 1.919560e-02
## ICT.services.imports....total.trade 2.4079337849 1.762701e+00
## FDI.net.inflows....GDP 1.5759478466 4.052356e+00
## Research.talent....in.businesses 0.0505046956 2.913554e-01
## Patents.by.origin.bn.PPP..GDP 0.0244166104 8.583284e-02
## PCT.patents.by.origin.bn.PPP..GDP 0.0863415887 1.973043e-01
## Utility.models.by.origin.bn.PPP..GDP 5.1225943358 6.161346e+00
## Scientific.and.technical.articles.bn.PPP..GDP 2.8412278525 8.005808e-02
## Citable.documents.H.index 0.0663172261 1.290449e-04
## Labor.productivity.growth... 2.6822843799 3.767275e+00
## New.businesses.th.pop..15.64 0.4257641717 2.338963e-01
## Software.spending....GDP 0.3002315727 4.184786e-02
## ISO.9001.quality.certificates.bn.PPP..GDP 0.0017909727 5.034293e-01
## High.tech.manufacturing... 3.6883550520 1.129661e-03
## Intellectual.property.receipts....total.trade 0.0908493734 4.638492e-01
## Production.and.export.complexity 0.1276024891 1.224295e+00
## High.tech.exports....total.trade 0.1557608841 1.777837e+00
## ICT.services.exports....total.trade 1.6262951504 6.470798e+00
## Intangible.asset.intensity..top.15.... 1.3019648664 4.260099e-01
## Trademarks.by.origin.bn.PPP..GDP. 1.3940717178 3.322637e-01
## Global.brand.value..top.5.000....GDP 0.0363201737 6.247747e-02
## Industrial.designs.by.origin.bn.PPP..GDP. 0.7721029687 8.810772e-02
## Cultural.and.creative.services.exports....total.trade 1.5729995253 8.949346e-01
## National.feature.films.mn.pop..15.69 0.0002362225 2.842923e-01
## Entertainment.and.media.market.th.pop..15.69 0.0063900102 8.317871e-02
## Printing.and.other.media....manufacturing 2.7528759736 3.484822e-03
## Creative.goods.exports....total.trade 0.0524399223 1.006859e+00
## Generic.top.level.domains..TLDs..th.pop..15.69 0.0003996752 1.055283e-01
## Country.code.TLDs.th.pop..15.69 3.0887060746 1.033964e-02
## GitHub.commits.mn.pop..15.69 0.0971106393 4.824751e-02
## Mobile.app.creation.bn.PPP..GDP 0.0320713624 2.714239e-02
## Dim.73 Dim.74
## Political.and.operational.stability 1.495521e-01 7.661055e-04
## Government.effectiveness 8.670069e-04 2.728096e-04
## Regulatory.quality 1.253844e-01 6.214424e-02
## Rule.of.law 7.819631e-05 3.735211e-05
## Cost.of.redudancy.dismissal 6.708238e+00 1.029765e-03
## Policies.for.doing.business 2.618157e+00 9.318155e-01
## Entrepreneurship.policies.and.culture. 2.599083e+00 2.010205e-01
## Expenditure.on.education....GDP 8.401279e-01 4.646123e-01
## Government.funding.pupil..secondary....GDP.cap 8.714754e-04 6.719346e-01
## School.life.expectancy..years 3.291006e-02 3.607654e-02
## PISA.scales.in.reading..maths.and.science 4.501144e-02 3.349021e-01
## Pupil.teacher.ratio..secondary 1.164085e-01 1.201199e-01
## Tertiary.enrolment....gross 8.259402e-02 4.681891e-01
## Graduates.in.science.and.engineering... 2.841755e+00 1.334050e+00
## Tertiary.inbound.mobility... 4.028492e+00 3.418240e+00
## Researchers..FTE.mn.pop. 3.309187e-02 2.438300e-01
## Gross.expenditure.on.R.D....GDP 1.011451e-01 3.071989e-01
## Global.corporate.R.D.investors..top.3..mn.US. 6.320929e-02 4.158743e-01
## QS.university.ranking..top.3 2.086960e-01 2.406686e-03
## ICT.access 2.073798e-01 2.191997e-01
## ICT.use 3.680264e-01 3.256018e-01
## Government.s.online.service 3.874374e+00 4.043492e-04
## E.participation 3.023635e+00 1.624042e-01
## Electricity.output..GWh.mn.pop. 3.042979e+00 2.805502e+00
## Logistics.performance 2.111890e-01 8.385209e-02
## Gross.capital.formation....GDP 2.856805e+00 1.608041e+01
## GDP.unit.of.energy.use 3.267119e+00 3.386164e+00
## Environmental.performance 1.207003e+00 8.185069e-02
## ISO.14001.environmental.certificates.bn.PPP..GDP 2.117590e-01 1.524274e+00
## Finance.for.startups.and.scaleups 1.725367e+00 3.620354e-02
## Domestic.credit.to.private.sector....GDP 1.870214e-02 2.836164e+00
## Loans.from.microfinance.institutions....GDP 1.244808e+01 4.807274e+00
## Market.capitalization....GDP 1.832367e-03 7.995132e-01
## Venture.capital.investors..deals.bn.PPP..GDP 3.182920e-01 2.796938e-01
## Venture.capital.recipients..deals.bn.PPP..GDP. 6.485318e-02 1.045489e+00
## Venture.capital.received..value....GDP. 4.632256e-01 3.026450e-01
## Applied.tariff.rate..weighted.avg.... 1.487446e+00 1.802020e+00
## Domestic.industry.diversification 1.883410e-01 2.449935e-01
## Domestic.market.scale..bn.PPP. 2.173852e-02 1.716398e-01
## Knowledge.intensive.employment... 3.022655e-02 3.187685e-01
## Firms.offering.formal.training... 1.675467e-01 1.552642e+00
## GERD.performed.by.business....GDP 1.647670e-01 9.468569e-01
## GERD.financed.by.business... 7.289207e-02 8.159469e-02
## Females.employed.w.advanced.degrees... 2.685430e-02 7.489538e-01
## University.industry.R.D.collaboration. 1.074137e+00 4.462806e-01
## State.of.cluster.development.and.depth. 1.116230e+00 4.376255e-01
## GERD.financed.by.abroad....GDP 1.614610e-01 8.845537e-01
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 4.959670e-01 2.831491e-01
## Patent.families.bn.PPP..GDP 2.057269e-01 6.594884e-02
## Intellectual.property.payments....total.trade 3.410124e-01 9.412042e-03
## High.tech.imports....total.trade 5.060514e+00 4.969838e-04
## ICT.services.imports....total.trade 8.355178e-01 6.280858e-03
## FDI.net.inflows....GDP 1.097005e-01 5.142643e+00
## Research.talent....in.businesses 2.491173e-01 6.630992e-02
## Patents.by.origin.bn.PPP..GDP 6.071438e-02 3.107162e-01
## PCT.patents.by.origin.bn.PPP..GDP 1.160953e-01 2.597271e-01
## Utility.models.by.origin.bn.PPP..GDP 3.129905e+00 3.607285e+00
## Scientific.and.technical.articles.bn.PPP..GDP 5.710549e-01 3.147865e-01
## Citable.documents.H.index 1.281614e-01 3.703694e-05
## Labor.productivity.growth... 8.543093e-01 1.124370e+01
## New.businesses.th.pop..15.64 3.577393e-02 1.109654e+00
## Software.spending....GDP 1.632097e+00 2.136439e+00
## ISO.9001.quality.certificates.bn.PPP..GDP 4.589902e-03 2.504334e+00
## High.tech.manufacturing... 6.170552e-02 3.400731e-01
## Intellectual.property.receipts....total.trade 1.031125e+00 1.670850e-01
## Production.and.export.complexity 6.993043e-01 3.868164e-01
## High.tech.exports....total.trade 5.133816e-01 6.343357e-02
## ICT.services.exports....total.trade 6.751961e+00 1.078600e+01
## Intangible.asset.intensity..top.15.... 3.910092e-03 2.482622e-03
## Trademarks.by.origin.bn.PPP..GDP. 2.352348e-02 2.289849e+00
## Global.brand.value..top.5.000....GDP 8.100938e-02 3.866359e-01
## Industrial.designs.by.origin.bn.PPP..GDP. 1.833866e+00 1.380403e+00
## Cultural.and.creative.services.exports....total.trade 2.703900e+00 1.622279e+00
## National.feature.films.mn.pop..15.69 1.163527e-01 1.573228e+00
## Entertainment.and.media.market.th.pop..15.69 1.596785e+00 1.171232e+00
## Printing.and.other.media....manufacturing 7.995496e+00 1.883301e-02
## Creative.goods.exports....total.trade 1.033290e+00 8.745172e-02
## Generic.top.level.domains..TLDs..th.pop..15.69 1.527355e-01 3.078443e-02
## Country.code.TLDs.th.pop..15.69 5.086645e-02 1.163811e+00
## GitHub.commits.mn.pop..15.69 3.442735e-02 1.308051e-02
## Mobile.app.creation.bn.PPP..GDP 3.068171e+00 2.850199e-02
## Dim.75 Dim.76
## Political.and.operational.stability 0.004118407 3.062585e+00
## Government.effectiveness 0.188182881 1.179199e+00
## Regulatory.quality 0.147471216 1.662340e-01
## Rule.of.law 0.018379103 4.239297e-01
## Cost.of.redudancy.dismissal 0.680824379 1.165485e+01
## Policies.for.doing.business 0.407552183 2.224727e+00
## Entrepreneurship.policies.and.culture. 0.565955542 1.024225e-01
## Expenditure.on.education....GDP 14.260687812 1.634390e+00
## Government.funding.pupil..secondary....GDP.cap 0.326557196 1.076853e-01
## School.life.expectancy..years 0.359042213 5.446322e-01
## PISA.scales.in.reading..maths.and.science 0.085374724 3.111330e-01
## Pupil.teacher.ratio..secondary 2.112421436 9.172323e+00
## Tertiary.enrolment....gross 0.163957245 2.278761e-01
## Graduates.in.science.and.engineering... 2.390167040 1.621996e+00
## Tertiary.inbound.mobility... 0.282226001 1.706580e+00
## Researchers..FTE.mn.pop. 0.386203748 3.594619e-01
## Gross.expenditure.on.R.D....GDP 1.273671073 5.976485e-02
## Global.corporate.R.D.investors..top.3..mn.US. 0.169416118 2.623243e-02
## QS.university.ranking..top.3 0.134079506 4.459651e-01
## ICT.access 1.243460406 2.354122e-01
## ICT.use 0.574931985 1.279183e-01
## Government.s.online.service 1.566805785 1.239743e-02
## E.participation 1.358814354 3.050514e-03
## Electricity.output..GWh.mn.pop. 0.048186884 5.292618e+00
## Logistics.performance 0.255870098 7.038266e-01
## Gross.capital.formation....GDP 1.715201445 3.875325e+00
## GDP.unit.of.energy.use 2.023749035 6.981415e-01
## Environmental.performance 0.160471576 5.991602e-02
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.827354713 3.656230e-02
## Finance.for.startups.and.scaleups 1.727681352 5.045299e-02
## Domestic.credit.to.private.sector....GDP 2.865775134 3.438958e-03
## Loans.from.microfinance.institutions....GDP 0.600104332 1.268986e+01
## Market.capitalization....GDP 0.042068318 2.563033e-01
## Venture.capital.investors..deals.bn.PPP..GDP 0.080737926 3.219324e-01
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.301066188 5.974566e-01
## Venture.capital.received..value....GDP. 3.371534135 1.774455e-02
## Applied.tariff.rate..weighted.avg.... 1.036371114 3.026552e-04
## Domestic.industry.diversification 1.350914575 1.573123e+00
## Domestic.market.scale..bn.PPP. 1.326762859 2.480501e-02
## Knowledge.intensive.employment... 1.189489080 5.509915e-01
## Firms.offering.formal.training... 4.947054174 4.988106e-02
## GERD.performed.by.business....GDP 1.953435628 1.610384e-04
## GERD.financed.by.business... 0.800388239 4.218555e-01
## Females.employed.w.advanced.degrees... 0.653844218 1.209900e+00
## University.industry.R.D.collaboration. 3.786435574 1.277652e+00
## State.of.cluster.development.and.depth. 1.239299061 3.533708e-01
## GERD.financed.by.abroad....GDP 0.050426863 3.465334e-01
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.020657765 4.233821e+00
## Patent.families.bn.PPP..GDP 0.238625335 4.301885e-03
## Intellectual.property.payments....total.trade 0.152765081 3.781348e+00
## High.tech.imports....total.trade 0.385771731 1.810693e-02
## ICT.services.imports....total.trade 2.033322971 7.007692e-01
## FDI.net.inflows....GDP 3.608094730 6.084072e-04
## Research.talent....in.businesses 0.104207626 1.369209e+00
## Patents.by.origin.bn.PPP..GDP 2.469157853 1.912199e-01
## PCT.patents.by.origin.bn.PPP..GDP 0.258040591 1.120970e-03
## Utility.models.by.origin.bn.PPP..GDP 4.751124298 3.364868e+00
## Scientific.and.technical.articles.bn.PPP..GDP 0.054902104 2.586054e-02
## Citable.documents.H.index 0.360142942 3.058808e-01
## Labor.productivity.growth... 3.812946640 8.577704e-02
## New.businesses.th.pop..15.64 0.387008862 7.881825e-01
## Software.spending....GDP 2.395806446 1.688503e+00
## ISO.9001.quality.certificates.bn.PPP..GDP 0.011870979 3.183219e-01
## High.tech.manufacturing... 1.701281172 8.295970e-03
## Intellectual.property.receipts....total.trade 0.016564820 2.470991e-01
## Production.and.export.complexity 0.126191874 1.860219e+00
## High.tech.exports....total.trade 0.308582639 1.964171e-01
## ICT.services.exports....total.trade 0.220434058 9.753676e-02
## Intangible.asset.intensity..top.15.... 0.887006941 7.105143e-01
## Trademarks.by.origin.bn.PPP..GDP. 3.998886275 2.344150e+00
## Global.brand.value..top.5.000....GDP 0.353024932 1.170899e+00
## Industrial.designs.by.origin.bn.PPP..GDP. 0.135897070 5.766365e-01
## Cultural.and.creative.services.exports....total.trade 0.526156279 1.684766e+00
## National.feature.films.mn.pop..15.69 0.191378424 3.044974e-02
## Entertainment.and.media.market.th.pop..15.69 0.003356184 2.625035e-01
## Printing.and.other.media....manufacturing 1.448009988 7.088823e-01
## Creative.goods.exports....total.trade 1.384663413 2.342245e+00
## Generic.top.level.domains..TLDs..th.pop..15.69 0.112216670 2.651988e-01
## Country.code.TLDs.th.pop..15.69 0.551611512 3.039439e+00
## GitHub.commits.mn.pop..15.69 0.672885414 3.892258e-01
## Mobile.app.creation.bn.PPP..GDP 5.262883505 1.364707e+00
## Dim.77 Dim.78
## Political.and.operational.stability 0.2020840119 7.674283e-01
## Government.effectiveness 0.0007506359 2.747162e-01
## Regulatory.quality 0.1167958709 1.128029e+00
## Rule.of.law 0.0840027893 3.615247e-01
## Cost.of.redudancy.dismissal 4.8698114290 8.437345e-01
## Policies.for.doing.business 0.0648477940 1.550341e-01
## Entrepreneurship.policies.and.culture. 1.5078576764 1.719596e-01
## Expenditure.on.education....GDP 0.7228907794 2.639154e-01
## Government.funding.pupil..secondary....GDP.cap 4.9523240112 9.505718e+00
## School.life.expectancy..years 1.8534108878 2.798497e+00
## PISA.scales.in.reading..maths.and.science 0.5468426797 2.789559e-01
## Pupil.teacher.ratio..secondary 0.4128685069 2.033455e-01
## Tertiary.enrolment....gross 0.4791400194 1.632569e+00
## Graduates.in.science.and.engineering... 0.7893783927 1.028718e+01
## Tertiary.inbound.mobility... 7.7862124630 1.954872e+00
## Researchers..FTE.mn.pop. 0.0510443062 1.569432e-01
## Gross.expenditure.on.R.D....GDP 0.1773461838 8.617932e-01
## Global.corporate.R.D.investors..top.3..mn.US. 0.0154198193 8.158300e-01
## QS.university.ranking..top.3 0.4150952422 2.915222e-01
## ICT.access 3.0815592506 1.954443e-01
## ICT.use 0.7012754086 2.509286e-02
## Government.s.online.service 0.2893599322 9.602016e-01
## E.participation 0.3675284951 6.396023e-01
## Electricity.output..GWh.mn.pop. 0.5909110305 1.995150e-02
## Logistics.performance 0.0494727052 2.166245e-01
## Gross.capital.formation....GDP 4.3071437067 3.260737e-01
## GDP.unit.of.energy.use 4.2944565135 2.979506e-01
## Environmental.performance 0.1325896655 6.834320e-02
## ISO.14001.environmental.certificates.bn.PPP..GDP 2.0649548002 6.665541e-02
## Finance.for.startups.and.scaleups 0.1044433068 3.527825e-01
## Domestic.credit.to.private.sector....GDP 0.4052959847 6.227172e+00
## Loans.from.microfinance.institutions....GDP 2.1974849717 1.457392e+00
## Market.capitalization....GDP 1.4329882837 4.477017e+00
## Venture.capital.investors..deals.bn.PPP..GDP 0.0527094008 6.114280e-02
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.4496755207 7.267802e-06
## Venture.capital.received..value....GDP. 2.2162800408 2.127475e-02
## Applied.tariff.rate..weighted.avg.... 0.0071777612 9.157594e-01
## Domestic.industry.diversification 0.0620853891 3.272993e+00
## Domestic.market.scale..bn.PPP. 3.0982987552 5.669576e+00
## Knowledge.intensive.employment... 0.2934931742 4.122180e-01
## Firms.offering.formal.training... 4.3399486860 5.332184e-01
## GERD.performed.by.business....GDP 0.0778629644 2.056415e+00
## GERD.financed.by.business... 0.0238752880 7.101372e-03
## Females.employed.w.advanced.degrees... 2.0458787142 1.748132e-03
## University.industry.R.D.collaboration. 2.0618800503 4.426371e-02
## State.of.cluster.development.and.depth. 1.1817528757 4.011849e-01
## GERD.financed.by.abroad....GDP 0.0005552744 6.843668e-04
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.7573383682 2.490092e-02
## Patent.families.bn.PPP..GDP 0.0026540392 7.940227e-02
## Intellectual.property.payments....total.trade 3.6880820625 5.509384e-01
## High.tech.imports....total.trade 1.2222454132 1.915939e-01
## ICT.services.imports....total.trade 0.9075224709 3.357153e+00
## FDI.net.inflows....GDP 4.9790465656 2.817109e+00
## Research.talent....in.businesses 0.5144799310 4.010618e-01
## Patents.by.origin.bn.PPP..GDP 0.6995529049 3.176485e+00
## PCT.patents.by.origin.bn.PPP..GDP 0.0437767778 1.325618e-02
## Utility.models.by.origin.bn.PPP..GDP 0.0247102141 2.306963e-01
## Scientific.and.technical.articles.bn.PPP..GDP 0.0071455556 1.850590e+00
## Citable.documents.H.index 1.2390003781 2.605615e+00
## Labor.productivity.growth... 0.1197005373 3.362372e+00
## New.businesses.th.pop..15.64 2.4970558697 8.754432e-01
## Software.spending....GDP 0.1147395544 2.720207e-01
## ISO.9001.quality.certificates.bn.PPP..GDP 0.5865623979 5.080471e-01
## High.tech.manufacturing... 0.0006868445 1.243873e+00
## Intellectual.property.receipts....total.trade 0.6902682347 2.200347e-01
## Production.and.export.complexity 0.6142957765 1.644544e-01
## High.tech.exports....total.trade 0.5454553363 1.126636e-01
## ICT.services.exports....total.trade 1.2488112334 2.583868e+00
## Intangible.asset.intensity..top.15.... 0.0126595863 2.378097e-01
## Trademarks.by.origin.bn.PPP..GDP. 0.9045849998 3.953903e+00
## Global.brand.value..top.5.000....GDP 0.0956698271 1.222348e-01
## Industrial.designs.by.origin.bn.PPP..GDP. 1.3026532742 8.012667e-02
## Cultural.and.creative.services.exports....total.trade 3.4107043813 1.141844e-01
## National.feature.films.mn.pop..15.69 0.6589740679 2.212425e+00
## Entertainment.and.media.market.th.pop..15.69 0.0207239580 1.727066e+00
## Printing.and.other.media....manufacturing 2.7371375582 3.908516e+00
## Creative.goods.exports....total.trade 4.2658771728 6.442808e-02
## Generic.top.level.domains..TLDs..th.pop..15.69 2.8267561137 2.199845e-01
## Country.code.TLDs.th.pop..15.69 0.0174391748 8.531252e-01
## GitHub.commits.mn.pop..15.69 0.8162619459 5.154741e-02
## Mobile.app.creation.bn.PPP..GDP 1.4483660252 3.316138e-01
## Dim.79 Dim.80
## Political.and.operational.stability 1.000374e-01 4.802498e-02
## Government.effectiveness 3.896242e-02 7.122256e-02
## Regulatory.quality 1.974384e-01 2.960167e-01
## Rule.of.law 2.277667e-02 4.331494e-02
## Cost.of.redudancy.dismissal 1.205544e+01 6.676503e-02
## Policies.for.doing.business 2.932557e-06 6.763429e-01
## Entrepreneurship.policies.and.culture. 1.598873e-03 5.175781e-02
## Expenditure.on.education....GDP 6.181724e-05 2.082760e-01
## Government.funding.pupil..secondary....GDP.cap 3.528561e-02 1.839248e+00
## School.life.expectancy..years 4.522472e-01 2.036454e-02
## PISA.scales.in.reading..maths.and.science 1.822702e-01 3.948885e-02
## Pupil.teacher.ratio..secondary 1.196816e+00 1.509822e-01
## Tertiary.enrolment....gross 2.929546e-02 4.838292e-01
## Graduates.in.science.and.engineering... 8.996663e-02 9.473378e-01
## Tertiary.inbound.mobility... 5.704945e+00 1.541944e+00
## Researchers..FTE.mn.pop. 1.663189e+00 2.675704e-01
## Gross.expenditure.on.R.D....GDP 2.016514e-01 2.320489e-02
## Global.corporate.R.D.investors..top.3..mn.US. 7.454322e-01 4.731916e-01
## QS.university.ranking..top.3 1.081186e+00 2.114737e+00
## ICT.access 2.275435e+00 9.767017e-02
## ICT.use 1.700761e+00 7.370467e-02
## Government.s.online.service 6.371529e-01 1.048725e+00
## E.participation 1.306847e+00 8.983318e-01
## Electricity.output..GWh.mn.pop. 1.347764e-01 2.444835e-01
## Logistics.performance 1.917812e-02 4.499978e-01
## Gross.capital.formation....GDP 6.245715e-01 1.879354e+00
## GDP.unit.of.energy.use 4.726199e-02 3.437976e+00
## Environmental.performance 5.362025e-02 7.996104e-02
## ISO.14001.environmental.certificates.bn.PPP..GDP 9.027284e-02 9.170423e-02
## Finance.for.startups.and.scaleups 9.141330e-02 3.047532e-02
## Domestic.credit.to.private.sector....GDP 3.409108e-03 7.864380e-01
## Loans.from.microfinance.institutions....GDP 6.710108e-03 2.482818e-01
## Market.capitalization....GDP 6.472517e+00 7.043005e+00
## Venture.capital.investors..deals.bn.PPP..GDP 3.737087e-01 3.718101e-01
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.534030e+00 9.889013e-05
## Venture.capital.received..value....GDP. 6.282053e-01 8.656695e-02
## Applied.tariff.rate..weighted.avg.... 9.912416e+00 2.033895e-03
## Domestic.industry.diversification 3.116284e-01 9.141433e-03
## Domestic.market.scale..bn.PPP. 1.748617e+00 2.589435e+00
## Knowledge.intensive.employment... 1.657584e+00 1.278659e-01
## Firms.offering.formal.training... 2.126048e+00 2.873067e+01
## GERD.performed.by.business....GDP 3.628265e-01 7.761904e-02
## GERD.financed.by.business... 9.965341e-01 3.826841e+00
## Females.employed.w.advanced.degrees... 1.178741e-01 1.821963e-01
## University.industry.R.D.collaboration. 9.096632e-05 5.441219e-03
## State.of.cluster.development.and.depth. 1.553929e-01 4.712004e-03
## GERD.financed.by.abroad....GDP 3.098523e-01 1.179934e-02
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 7.218885e-01 2.220352e-01
## Patent.families.bn.PPP..GDP 2.607152e-01 7.998915e-02
## Intellectual.property.payments....total.trade 4.435347e+00 6.458947e-01
## High.tech.imports....total.trade 1.939344e-03 1.436172e+00
## ICT.services.imports....total.trade 4.975002e-01 3.716951e+00
## FDI.net.inflows....GDP 2.420343e+00 4.089269e-02
## Research.talent....in.businesses 2.639587e+00 5.931378e+00
## Patents.by.origin.bn.PPP..GDP 9.789877e-01 5.366849e-01
## PCT.patents.by.origin.bn.PPP..GDP 1.019605e+00 2.861802e-01
## Utility.models.by.origin.bn.PPP..GDP 8.563667e-01 7.896078e-01
## Scientific.and.technical.articles.bn.PPP..GDP 4.964593e-01 1.091016e+00
## Citable.documents.H.index 2.372611e+00 2.016866e+00
## Labor.productivity.growth... 2.623820e+00 4.866845e-02
## New.businesses.th.pop..15.64 1.860063e-02 1.503074e+00
## Software.spending....GDP 4.756801e+00 2.111890e-02
## ISO.9001.quality.certificates.bn.PPP..GDP 6.715105e-01 1.082522e+00
## High.tech.manufacturing... 8.702577e-01 3.770139e-02
## Intellectual.property.receipts....total.trade 8.556572e-01 1.684639e+00
## Production.and.export.complexity 8.898819e-01 4.444297e-01
## High.tech.exports....total.trade 8.191337e-02 7.568713e-01
## ICT.services.exports....total.trade 3.018845e-02 3.488804e+00
## Intangible.asset.intensity..top.15.... 5.537620e-01 3.046337e+00
## Trademarks.by.origin.bn.PPP..GDP. 1.454300e-01 1.287083e-01
## Global.brand.value..top.5.000....GDP 2.648417e-02 2.233772e-01
## Industrial.designs.by.origin.bn.PPP..GDP. 1.560078e-01 7.597910e-04
## Cultural.and.creative.services.exports....total.trade 2.055225e+00 3.438474e+00
## National.feature.films.mn.pop..15.69 4.886583e-01 1.525917e+00
## Entertainment.and.media.market.th.pop..15.69 3.422177e+00 2.065364e+00
## Printing.and.other.media....manufacturing 8.640853e-01 6.395254e-01
## Creative.goods.exports....total.trade 1.650262e-01 9.152953e-01
## Generic.top.level.domains..TLDs..th.pop..15.69 1.204819e+00 5.460760e-02
## Country.code.TLDs.th.pop..15.69 2.773842e-01 2.409406e-03
## GitHub.commits.mn.pop..15.69 1.662072e+00 2.851278e-01
## Mobile.app.creation.bn.PPP..GDP 3.981554e+00 1.263805e-02
## Dim.81
## Political.and.operational.stability 1.599494e+00
## Government.effectiveness 3.045784e-01
## Regulatory.quality 1.440933e-01
## Rule.of.law 2.236948e-01
## Cost.of.redudancy.dismissal 2.373286e-01
## Policies.for.doing.business 2.342309e-01
## Entrepreneurship.policies.and.culture. 8.218857e-01
## Expenditure.on.education....GDP 1.978584e+00
## Government.funding.pupil..secondary....GDP.cap 1.857984e+00
## School.life.expectancy..years 2.383674e-01
## PISA.scales.in.reading..maths.and.science 5.051192e-01
## Pupil.teacher.ratio..secondary 4.380718e-01
## Tertiary.enrolment....gross 2.033437e-04
## Graduates.in.science.and.engineering... 1.866538e+00
## Tertiary.inbound.mobility... 7.726724e+00
## Researchers..FTE.mn.pop. 2.618126e+00
## Gross.expenditure.on.R.D....GDP 7.262733e-01
## Global.corporate.R.D.investors..top.3..mn.US. 1.673217e-01
## QS.university.ranking..top.3 2.908121e-01
## ICT.access 7.367934e-01
## ICT.use 3.481497e-01
## Government.s.online.service 9.561559e-01
## E.participation 4.671164e-01
## Electricity.output..GWh.mn.pop. 8.966607e-02
## Logistics.performance 1.343519e-01
## Gross.capital.formation....GDP 6.069233e+00
## GDP.unit.of.energy.use 7.992595e-02
## Environmental.performance 3.459489e+00
## ISO.14001.environmental.certificates.bn.PPP..GDP 4.266594e-01
## Finance.for.startups.and.scaleups 1.223150e+00
## Domestic.credit.to.private.sector....GDP 4.774619e+00
## Loans.from.microfinance.institutions....GDP 1.871723e-03
## Market.capitalization....GDP 1.493255e+00
## Venture.capital.investors..deals.bn.PPP..GDP 4.251317e-03
## Venture.capital.recipients..deals.bn.PPP..GDP. 8.371797e-02
## Venture.capital.received..value....GDP. 1.030882e+00
## Applied.tariff.rate..weighted.avg.... 2.557361e-01
## Domestic.industry.diversification 3.023692e+00
## Domestic.market.scale..bn.PPP. 4.210356e-01
## Knowledge.intensive.employment... 9.812428e-01
## Firms.offering.formal.training... 2.162135e+00
## GERD.performed.by.business....GDP 2.920145e-01
## GERD.financed.by.business... 4.349446e-01
## Females.employed.w.advanced.degrees... 3.209378e-03
## University.industry.R.D.collaboration. 2.845603e-01
## State.of.cluster.development.and.depth. 1.245590e+00
## GERD.financed.by.abroad....GDP 2.835265e+00
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 4.342594e-01
## Patent.families.bn.PPP..GDP 6.248576e-03
## Intellectual.property.payments....total.trade 2.908489e+00
## High.tech.imports....total.trade 8.836557e-01
## ICT.services.imports....total.trade 1.610537e+01
## FDI.net.inflows....GDP 9.179657e-01
## Research.talent....in.businesses 9.838302e-02
## Patents.by.origin.bn.PPP..GDP 6.215329e-03
## PCT.patents.by.origin.bn.PPP..GDP 3.279856e-02
## Utility.models.by.origin.bn.PPP..GDP 1.498794e+00
## Scientific.and.technical.articles.bn.PPP..GDP 3.294066e-03
## Citable.documents.H.index 6.250775e-02
## Labor.productivity.growth... 5.817139e-02
## New.businesses.th.pop..15.64 1.202984e+00
## Software.spending....GDP 1.344692e-01
## ISO.9001.quality.certificates.bn.PPP..GDP 2.798129e+00
## High.tech.manufacturing... 3.257218e-01
## Intellectual.property.receipts....total.trade 1.011383e+00
## Production.and.export.complexity 1.095366e+00
## High.tech.exports....total.trade 8.183485e-01
## ICT.services.exports....total.trade 3.685796e-01
## Intangible.asset.intensity..top.15.... 1.336318e-01
## Trademarks.by.origin.bn.PPP..GDP. 1.867356e-02
## Global.brand.value..top.5.000....GDP 7.379922e-01
## Industrial.designs.by.origin.bn.PPP..GDP. 6.381627e-01
## Cultural.and.creative.services.exports....total.trade 3.325176e+00
## National.feature.films.mn.pop..15.69 2.928747e+00
## Entertainment.and.media.market.th.pop..15.69 5.752219e-01
## Printing.and.other.media....manufacturing 1.596911e+00
## Creative.goods.exports....total.trade 2.315191e+00
## Generic.top.level.domains..TLDs..th.pop..15.69 5.967488e-01
## Country.code.TLDs.th.pop..15.69 4.097619e-01
## GitHub.commits.mn.pop..15.69 1.501553e-01
## Mobile.app.creation.bn.PPP..GDP 5.043522e-01
res.var$cos2 # Quality of representation
## Dim.1 Dim.2
## Political.and.operational.stability 0.5657072983 4.235420e-02
## Government.effectiveness 0.8235112092 1.973109e-02
## Regulatory.quality 0.7817708940 4.317274e-02
## Rule.of.law 0.8027384518 4.207379e-02
## Cost.of.redudancy.dismissal 0.0605600976 8.925777e-02
## Policies.for.doing.business 0.3280547957 2.219251e-02
## Entrepreneurship.policies.and.culture. 0.3436921975 8.115384e-02
## Expenditure.on.education....GDP 0.1056850799 3.491437e-02
## Government.funding.pupil..secondary....GDP.cap 0.1677206231 8.683783e-03
## School.life.expectancy..years 0.4695257491 6.043881e-03
## PISA.scales.in.reading..maths.and.science 0.7877312134 4.944510e-03
## Pupil.teacher.ratio..secondary 0.1812036759 5.151971e-05
## Tertiary.enrolment....gross 0.5106250789 4.550154e-03
## Graduates.in.science.and.engineering... 0.1296699195 3.706562e-02
## Tertiary.inbound.mobility... 0.3268067079 9.642380e-02
## Researchers..FTE.mn.pop. 0.7612830347 7.522047e-03
## Gross.expenditure.on.R.D....GDP 0.7197873695 1.245087e-03
## Global.corporate.R.D.investors..top.3..mn.US. 0.6691981090 2.072256e-02
## QS.university.ranking..top.3 0.6371631659 1.067277e-01
## ICT.access 0.5235460462 7.249627e-03
## ICT.use 0.7084440977 2.323141e-03
## Government.s.online.service 0.5449200301 3.374173e-02
## E.participation 0.5119879326 4.171768e-02
## Electricity.output..GWh.mn.pop. 0.3975567345 2.253838e-03
## Logistics.performance 0.8191899325 1.877064e-02
## Gross.capital.formation....GDP 0.0008314021 1.575513e-02
## GDP.unit.of.energy.use 0.0854954074 1.453736e-02
## Environmental.performance 0.5366954671 8.197256e-02
## ISO.14001.environmental.certificates.bn.PPP..GDP 0.1520758594 3.118415e-03
## Finance.for.startups.and.scaleups 0.3793058993 1.291519e-01
## Domestic.credit.to.private.sector....GDP 0.4860840346 1.964846e-02
## Loans.from.microfinance.institutions....GDP 0.1043679086 1.667509e-02
## Market.capitalization....GDP 0.2312235716 4.818474e-02
## Venture.capital.investors..deals.bn.PPP..GDP 0.4462252037 1.896296e-01
## Venture.capital.recipients..deals.bn.PPP..GDP. 0.4454778423 7.302134e-02
## Venture.capital.received..value....GDP. 0.3209769464 1.644449e-02
## Applied.tariff.rate..weighted.avg.... 0.3606812635 5.292352e-04
## Domestic.industry.diversification 0.3210392030 1.376214e-01
## Domestic.market.scale..bn.PPP. 0.1831223775 3.769470e-01
## Knowledge.intensive.employment... 0.6557548986 4.035846e-02
## Firms.offering.formal.training... 0.0004525540 5.544455e-03
## GERD.performed.by.business....GDP 0.6439567421 6.219915e-03
## GERD.financed.by.business... 0.6553131943 6.060992e-02
## Females.employed.w.advanced.degrees... 0.6045227014 2.685357e-02
## University.industry.R.D.collaboration. 0.5410765565 2.560037e-03
## State.of.cluster.development.and.depth. 0.4291402653 3.588736e-02
## GERD.financed.by.abroad....GDP 0.3455593540 6.076184e-02
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 0.4731278881 1.922145e-01
## Patent.families.bn.PPP..GDP 0.7217318721 1.976416e-02
## Intellectual.property.payments....total.trade 0.3750753083 4.211724e-03
## High.tech.imports....total.trade 0.0815943980 2.823363e-01
## ICT.services.imports....total.trade 0.2961373780 1.775699e-01
## FDI.net.inflows....GDP 0.0002414583 5.952735e-02
## Research.talent....in.businesses 0.6947984778 5.230070e-02
## Patents.by.origin.bn.PPP..GDP 0.5308489577 1.277411e-02
## PCT.patents.by.origin.bn.PPP..GDP 0.6964951163 3.001076e-02
## Utility.models.by.origin.bn.PPP..GDP 0.0204648139 2.095120e-01
## Scientific.and.technical.articles.bn.PPP..GDP 0.5145103652 6.946801e-02
## Citable.documents.H.index 0.6252080446 5.740416e-02
## Labor.productivity.growth... 0.0585039472 5.826467e-02
## New.businesses.th.pop..15.64 0.2406954423 2.078598e-01
## Software.spending....GDP 0.5514335368 2.192206e-02
## ISO.9001.quality.certificates.bn.PPP..GDP 0.1343943926 7.279283e-04
## High.tech.manufacturing... 0.5961268929 1.559942e-01
## Intellectual.property.receipts....total.trade 0.6250536630 4.244575e-02
## Production.and.export.complexity 0.5309653641 1.640808e-01
## High.tech.exports....total.trade 0.4998656624 1.915925e-01
## ICT.services.exports....total.trade 0.0966175596 2.760494e-02
## Intangible.asset.intensity..top.15.... 0.5184433775 5.719730e-02
## Trademarks.by.origin.bn.PPP..GDP. 0.1289514599 1.657182e-02
## Global.brand.value..top.5.000....GDP 0.5368689944 3.923955e-02
## Industrial.designs.by.origin.bn.PPP..GDP. 0.1697756954 5.240038e-02
## Cultural.and.creative.services.exports....total.trade 0.3054285029 9.427345e-02
## National.feature.films.mn.pop..15.69 0.5111227532 2.845907e-02
## Entertainment.and.media.market.th.pop..15.69 0.6422019321 1.816853e-05
## Printing.and.other.media....manufacturing 0.0679928069 2.280900e-02
## Creative.goods.exports....total.trade 0.1391867853 2.764762e-01
## Generic.top.level.domains..TLDs..th.pop..15.69 0.5767992116 1.204886e-01
## Country.code.TLDs.th.pop..15.69 0.4870609209 9.654824e-02
## GitHub.commits.mn.pop..15.69 0.6258565082 1.146766e-01
## Mobile.app.creation.bn.PPP..GDP 0.2913327420 1.552271e-02
## Dim.3 Dim.4
## Political.and.operational.stability 2.157357e-02 5.454158e-02
## Government.effectiveness 6.266256e-05 4.243094e-02
## Regulatory.quality 7.688148e-03 4.669893e-02
## Rule.of.law 7.945825e-05 2.283014e-02
## Cost.of.redudancy.dismissal 4.189081e-03 9.646618e-03
## Policies.for.doing.business 9.654310e-02 1.610429e-01
## Entrepreneurship.policies.and.culture. 4.872646e-03 2.334114e-02
## Expenditure.on.education....GDP 1.870484e-03 1.374510e-02
## Government.funding.pupil..secondary....GDP.cap 3.351459e-02 3.343521e-03
## School.life.expectancy..years 6.824051e-02 2.806212e-03
## PISA.scales.in.reading..maths.and.science 3.434096e-02 1.003237e-03
## Pupil.teacher.ratio..secondary 1.125141e-01 4.680011e-02
## Tertiary.enrolment....gross 1.270328e-01 8.535222e-04
## Graduates.in.science.and.engineering... 5.464232e-02 1.084767e-03
## Tertiary.inbound.mobility... 4.331357e-03 5.132303e-02
## Researchers..FTE.mn.pop. 1.367704e-03 4.043317e-02
## Gross.expenditure.on.R.D....GDP 3.103586e-02 9.773803e-02
## Global.corporate.R.D.investors..top.3..mn.US. 1.141492e-01 6.195640e-02
## QS.university.ranking..top.3 1.062584e-01 7.942699e-05
## ICT.access 1.125953e-01 9.248101e-02
## ICT.use 7.241623e-02 3.545025e-02
## Government.s.online.service 6.279357e-02 4.866707e-03
## E.participation 7.527374e-02 2.387201e-03
## Electricity.output..GWh.mn.pop. 1.348320e-02 2.612472e-02
## Logistics.performance 5.138326e-03 2.425362e-03
## Gross.capital.formation....GDP 1.315235e-02 1.409949e-03
## GDP.unit.of.energy.use 4.611530e-04 4.033016e-02
## Environmental.performance 6.916187e-02 4.199421e-02
## ISO.14001.environmental.certificates.bn.PPP..GDP 4.269746e-01 1.137359e-02
## Finance.for.startups.and.scaleups 6.502996e-03 8.628646e-04
## Domestic.credit.to.private.sector....GDP 3.325387e-02 6.473855e-02
## Loans.from.microfinance.institutions....GDP 1.993794e-05 9.300355e-04
## Market.capitalization....GDP 1.457279e-01 1.456163e-01
## Venture.capital.investors..deals.bn.PPP..GDP 4.100093e-02 2.877281e-02
## Venture.capital.recipients..deals.bn.PPP..GDP. 5.333676e-02 7.643801e-04
## Venture.capital.received..value....GDP. 4.978573e-02 4.316823e-02
## Applied.tariff.rate..weighted.avg.... 1.372661e-01 5.675622e-02
## Domestic.industry.diversification 8.872891e-02 2.663224e-03
## Domestic.market.scale..bn.PPP. 8.806757e-02 6.333054e-03
## Knowledge.intensive.employment... 4.274896e-02 1.331746e-03
## Firms.offering.formal.training... 6.735340e-02 1.290244e-01
## GERD.performed.by.business....GDP 3.882720e-02 1.275925e-01
## GERD.financed.by.business... 1.255392e-02 2.404985e-03
## Females.employed.w.advanced.degrees... 1.022508e-01 8.843725e-03
## University.industry.R.D.collaboration. 5.928471e-02 4.450052e-02
## State.of.cluster.development.and.depth. 6.972062e-02 9.235479e-02
## GERD.financed.by.abroad....GDP 4.606776e-02 1.358651e-01
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 4.578179e-02 5.459373e-02
## Patent.families.bn.PPP..GDP 9.403612e-02 5.846392e-02
## Intellectual.property.payments....total.trade 1.642977e-02 6.612162e-06
## High.tech.imports....total.trade 3.558693e-03 5.335225e-02
## ICT.services.imports....total.trade 3.076531e-03 1.468209e-02
## FDI.net.inflows....GDP 9.013806e-02 1.231421e-01
## Research.talent....in.businesses 3.049740e-04 2.619204e-02
## Patents.by.origin.bn.PPP..GDP 6.482893e-02 1.636389e-01
## PCT.patents.by.origin.bn.PPP..GDP 7.930921e-02 5.984333e-02
## Utility.models.by.origin.bn.PPP..GDP 7.455914e-02 3.076026e-02
## Scientific.and.technical.articles.bn.PPP..GDP 1.735871e-02 5.886408e-02
## Citable.documents.H.index 8.898939e-02 3.825502e-02
## Labor.productivity.growth... 4.604120e-02 3.884557e-02
## New.businesses.th.pop..15.64 9.457749e-03 9.858252e-02
## Software.spending....GDP 1.684157e-02 2.515273e-03
## ISO.9001.quality.certificates.bn.PPP..GDP 4.731500e-01 2.421245e-02
## High.tech.manufacturing... 3.205716e-03 6.453852e-03
## Intellectual.property.receipts....total.trade 6.331225e-02 2.523075e-02
## Production.and.export.complexity 4.072882e-02 2.261035e-02
## High.tech.exports....total.trade 2.835007e-02 1.086411e-04
## ICT.services.exports....total.trade 6.415922e-02 1.371871e-02
## Intangible.asset.intensity..top.15.... 9.564757e-03 5.464158e-03
## Trademarks.by.origin.bn.PPP..GDP. 3.143411e-02 2.851943e-04
## Global.brand.value..top.5.000....GDP 1.964758e-01 1.929939e-02
## Industrial.designs.by.origin.bn.PPP..GDP. 3.242951e-03 6.773553e-02
## Cultural.and.creative.services.exports....total.trade 7.310137e-03 1.225131e-03
## National.feature.films.mn.pop..15.69 3.775759e-02 3.239359e-02
## Entertainment.and.media.market.th.pop..15.69 1.130731e-01 3.049673e-02
## Printing.and.other.media....manufacturing 1.019497e-01 2.206504e-02
## Creative.goods.exports....total.trade 1.476875e-02 4.278360e-02
## Generic.top.level.domains..TLDs..th.pop..15.69 5.992542e-02 9.666258e-04
## Country.code.TLDs.th.pop..15.69 1.612914e-03 5.425029e-02
## GitHub.commits.mn.pop..15.69 2.055592e-02 1.147519e-03
## Mobile.app.creation.bn.PPP..GDP 5.246626e-02 2.514900e-02
## Dim.5 Dim.6
## Political.and.operational.stability 1.092718e-03 6.454129e-03
## Government.effectiveness 4.237607e-03 2.536532e-03
## Regulatory.quality 3.016623e-03 1.444013e-03
## Rule.of.law 1.414417e-02 3.236116e-03
## Cost.of.redudancy.dismissal 1.524591e-03 3.267397e-03
## Policies.for.doing.business 1.983992e-02 3.410035e-03
## Entrepreneurship.policies.and.culture. 1.733278e-02 3.543127e-04
## Expenditure.on.education....GDP 8.682920e-02 3.068785e-02
## Government.funding.pupil..secondary....GDP.cap 1.567858e-02 2.217047e-04
## School.life.expectancy..years 6.800099e-02 3.629346e-02
## PISA.scales.in.reading..maths.and.science 1.341080e-02 2.060763e-03
## Pupil.teacher.ratio..secondary 1.274153e-02 1.094295e-04
## Tertiary.enrolment....gross 2.640921e-02 5.210935e-02
## Graduates.in.science.and.engineering... 4.047996e-02 4.386401e-03
## Tertiary.inbound.mobility... 1.845692e-04 9.087658e-05
## Researchers..FTE.mn.pop. 5.366596e-05 1.029991e-02
## Gross.expenditure.on.R.D....GDP 1.050047e-03 2.484437e-02
## Global.corporate.R.D.investors..top.3..mn.US. 4.452816e-05 6.222930e-03
## QS.university.ranking..top.3 5.788268e-05 5.066853e-04
## ICT.access 3.852427e-02 2.687259e-02
## ICT.use 3.160060e-02 1.772034e-02
## Government.s.online.service 3.402644e-02 2.568235e-02
## E.participation 3.709219e-02 2.812617e-02
## Electricity.output..GWh.mn.pop. 1.708244e-01 2.138193e-02
## Logistics.performance 2.766403e-03 2.341323e-03
## Gross.capital.formation....GDP 1.774724e-02 2.061200e-02
## GDP.unit.of.energy.use 9.267179e-02 2.820484e-02
## Environmental.performance 2.364731e-02 1.770368e-03
## ISO.14001.environmental.certificates.bn.PPP..GDP 1.565765e-02 2.693172e-02
## Finance.for.startups.and.scaleups 2.858580e-02 2.690134e-03
## Domestic.credit.to.private.sector....GDP 3.543042e-03 1.182567e-02
## Loans.from.microfinance.institutions....GDP 2.098362e-02 3.875377e-03
## Market.capitalization....GDP 2.148434e-05 4.883930e-03
## Venture.capital.investors..deals.bn.PPP..GDP 6.251397e-02 1.597183e-04
## Venture.capital.recipients..deals.bn.PPP..GDP. 2.710408e-02 2.682416e-02
## Venture.capital.received..value....GDP. 5.102293e-02 5.928807e-03
## Applied.tariff.rate..weighted.avg.... 5.770681e-04 1.531883e-03
## Domestic.industry.diversification 2.182545e-03 1.474498e-03
## Domestic.market.scale..bn.PPP. 5.585832e-05 5.727173e-02
## Knowledge.intensive.employment... 1.675899e-05 8.916715e-05
## Firms.offering.formal.training... 1.313188e-01 1.218317e-02
## GERD.performed.by.business....GDP 1.600501e-03 2.147151e-02
## GERD.financed.by.business... 2.277431e-02 2.965667e-03
## Females.employed.w.advanced.degrees... 1.669945e-04 2.531676e-03
## University.industry.R.D.collaboration. 2.678142e-03 2.370178e-02
## State.of.cluster.development.and.depth. 1.160390e-02 8.342599e-04
## GERD.financed.by.abroad....GDP 4.252450e-03 1.265144e-01
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 8.082354e-03 3.272410e-03
## Patent.families.bn.PPP..GDP 1.007116e-02 1.571797e-03
## Intellectual.property.payments....total.trade 4.298014e-02 3.570549e-02
## High.tech.imports....total.trade 1.355402e-01 7.412584e-02
## ICT.services.imports....total.trade 6.424842e-03 1.235317e-03
## FDI.net.inflows....GDP 2.504871e-01 2.206574e-02
## Research.talent....in.businesses 1.870713e-02 3.063945e-03
## Patents.by.origin.bn.PPP..GDP 2.234496e-03 2.595764e-02
## PCT.patents.by.origin.bn.PPP..GDP 1.000210e-02 4.046752e-03
## Utility.models.by.origin.bn.PPP..GDP 3.073815e-02 2.510443e-02
## Scientific.and.technical.articles.bn.PPP..GDP 3.052830e-02 1.202764e-04
## Citable.documents.H.index 5.378473e-04 9.592724e-03
## Labor.productivity.growth... 2.771714e-02 6.990148e-03
## New.businesses.th.pop..15.64 1.600161e-02 7.440731e-02
## Software.spending....GDP 3.970896e-02 2.881098e-02
## ISO.9001.quality.certificates.bn.PPP..GDP 4.747270e-03 4.380490e-02
## High.tech.manufacturing... 4.095116e-03 1.572022e-02
## Intellectual.property.receipts....total.trade 1.992910e-02 2.112169e-04
## Production.and.export.complexity 6.542086e-04 2.829937e-02
## High.tech.exports....total.trade 3.169138e-02 7.933507e-02
## ICT.services.exports....total.trade 1.201241e-04 9.113046e-03
## Intangible.asset.intensity..top.15.... 1.367963e-02 7.998037e-03
## Trademarks.by.origin.bn.PPP..GDP. 4.838737e-02 3.904970e-01
## Global.brand.value..top.5.000....GDP 8.992141e-03 3.377770e-04
## Industrial.designs.by.origin.bn.PPP..GDP. 5.424789e-02 3.269413e-01
## Cultural.and.creative.services.exports....total.trade 1.041408e-01 3.237087e-03
## National.feature.films.mn.pop..15.69 9.931314e-03 7.497218e-03
## Entertainment.and.media.market.th.pop..15.69 1.386325e-03 4.931501e-04
## Printing.and.other.media....manufacturing 6.916075e-03 3.848393e-02
## Creative.goods.exports....total.trade 9.946548e-02 1.128790e-01
## Generic.top.level.domains..TLDs..th.pop..15.69 1.157202e-03 2.062962e-02
## Country.code.TLDs.th.pop..15.69 9.363893e-03 1.222945e-03
## GitHub.commits.mn.pop..15.69 1.441221e-02 3.043879e-02
## Mobile.app.creation.bn.PPP..GDP 1.085963e-01 3.450112e-02
## Dim.7 Dim.8
## Political.and.operational.stability 5.499420e-02 2.418027e-02
## Government.effectiveness 1.394207e-02 2.807872e-03
## Regulatory.quality 9.325026e-03 1.085511e-02
## Rule.of.law 1.139156e-02 3.962700e-03
## Cost.of.redudancy.dismissal 3.933081e-02 1.082017e-02
## Policies.for.doing.business 4.092448e-03 1.167088e-02
## Entrepreneurship.policies.and.culture. 1.111267e-01 8.450666e-04
## Expenditure.on.education....GDP 2.403446e-02 1.755460e-01
## Government.funding.pupil..secondary....GDP.cap 8.092938e-03 5.468760e-02
## School.life.expectancy..years 1.331161e-04 9.560852e-04
## PISA.scales.in.reading..maths.and.science 1.089759e-02 2.577570e-04
## Pupil.teacher.ratio..secondary 2.125463e-02 6.832813e-04
## Tertiary.enrolment....gross 6.178919e-04 1.552195e-02
## Graduates.in.science.and.engineering... 2.017668e-02 2.628230e-02
## Tertiary.inbound.mobility... 7.869498e-03 9.229497e-03
## Researchers..FTE.mn.pop. 3.993798e-02 1.786388e-03
## Gross.expenditure.on.R.D....GDP 7.195031e-03 2.496883e-03
## Global.corporate.R.D.investors..top.3..mn.US. 3.456258e-03 6.151223e-04
## QS.university.ranking..top.3 2.804678e-06 1.992092e-03
## ICT.access 1.107077e-03 1.505678e-05
## ICT.use 4.788285e-03 7.417594e-04
## Government.s.online.service 3.673923e-02 7.430595e-04
## E.participation 4.158947e-02 1.295965e-07
## Electricity.output..GWh.mn.pop. 5.422009e-03 2.356033e-02
## Logistics.performance 2.210455e-03 1.095901e-02
## Gross.capital.formation....GDP 9.380487e-02 1.483497e-01
## GDP.unit.of.energy.use 4.137861e-02 2.343518e-01
## Environmental.performance 6.194729e-04 1.846152e-02
## ISO.14001.environmental.certificates.bn.PPP..GDP 3.481657e-04 6.319512e-03
## Finance.for.startups.and.scaleups 1.167426e-01 3.097687e-03
## Domestic.credit.to.private.sector....GDP 7.166979e-02 1.338870e-05
## Loans.from.microfinance.institutions....GDP 6.348106e-03 5.865929e-02
## Market.capitalization....GDP 6.941524e-04 1.619004e-02
## Venture.capital.investors..deals.bn.PPP..GDP 2.557209e-02 1.611998e-02
## Venture.capital.recipients..deals.bn.PPP..GDP. 5.523996e-02 1.002208e-01
## Venture.capital.received..value....GDP. 7.429982e-02 1.397485e-01
## Applied.tariff.rate..weighted.avg.... 1.026780e-02 1.019522e-02
## Domestic.industry.diversification 4.787590e-02 9.996124e-03
## Domestic.market.scale..bn.PPP. 3.075577e-02 1.221935e-02
## Knowledge.intensive.employment... 4.262166e-04 1.156456e-03
## Firms.offering.formal.training... 1.728570e-02 3.667850e-02
## GERD.performed.by.business....GDP 8.571751e-03 5.949280e-04
## GERD.financed.by.business... 5.961391e-03 6.496875e-03
## Females.employed.w.advanced.degrees... 1.648894e-03 2.254999e-06
## University.industry.R.D.collaboration. 4.789878e-06 9.197878e-03
## State.of.cluster.development.and.depth. 1.662473e-04 2.098049e-02
## GERD.financed.by.abroad....GDP 2.118122e-05 1.352024e-02
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 2.523383e-03 3.328122e-02
## Patent.families.bn.PPP..GDP 5.467188e-04 3.271547e-03
## Intellectual.property.payments....total.trade 3.322385e-02 8.254239e-02
## High.tech.imports....total.trade 4.736044e-02 6.746842e-03
## ICT.services.imports....total.trade 5.655580e-03 1.655638e-03
## FDI.net.inflows....GDP 8.068011e-03 9.514301e-03
## Research.talent....in.businesses 5.813714e-03 5.798328e-03
## Patents.by.origin.bn.PPP..GDP 3.859159e-03 1.622422e-05
## PCT.patents.by.origin.bn.PPP..GDP 3.319367e-05 1.509191e-03
## Utility.models.by.origin.bn.PPP..GDP 9.184388e-02 1.332081e-02
## Scientific.and.technical.articles.bn.PPP..GDP 6.623975e-04 8.652642e-03
## Citable.documents.H.index 5.303908e-03 2.988918e-07
## Labor.productivity.growth... 2.039548e-02 7.464310e-02
## New.businesses.th.pop..15.64 2.699589e-02 6.849838e-04
## Software.spending....GDP 1.075997e-02 7.703008e-03
## ISO.9001.quality.certificates.bn.PPP..GDP 3.056304e-03 5.174856e-04
## High.tech.manufacturing... 8.784081e-04 5.727650e-05
## Intellectual.property.receipts....total.trade 4.537059e-03 3.549157e-03
## Production.and.export.complexity 4.494412e-03 1.033163e-03
## High.tech.exports....total.trade 1.927224e-05 7.900567e-03
## ICT.services.exports....total.trade 1.781115e-01 3.388639e-02
## Intangible.asset.intensity..top.15.... 8.498220e-02 2.613330e-04
## Trademarks.by.origin.bn.PPP..GDP. 2.492099e-02 1.374604e-02
## Global.brand.value..top.5.000....GDP 3.050380e-03 2.875067e-05
## Industrial.designs.by.origin.bn.PPP..GDP. 1.693113e-02 1.047766e-02
## Cultural.and.creative.services.exports....total.trade 1.039457e-01 3.075549e-03
## National.feature.films.mn.pop..15.69 1.197972e-02 3.632696e-03
## Entertainment.and.media.market.th.pop..15.69 7.424021e-03 6.172478e-03
## Printing.and.other.media....manufacturing 6.801171e-02 3.691304e-02
## Creative.goods.exports....total.trade 5.798524e-02 9.067924e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 7.390596e-04 1.074703e-02
## Country.code.TLDs.th.pop..15.69 2.705585e-02 1.588615e-02
## GitHub.commits.mn.pop..15.69 5.921722e-06 3.507845e-03
## Mobile.app.creation.bn.PPP..GDP 1.512013e-02 1.209679e-01
## Dim.9 Dim.10
## Political.and.operational.stability 3.326862e-02 1.387243e-04
## Government.effectiveness 9.702428e-03 1.644255e-03
## Regulatory.quality 3.225374e-03 1.266966e-03
## Rule.of.law 6.770363e-03 2.523511e-06
## Cost.of.redudancy.dismissal 7.686839e-02 1.353886e-01
## Policies.for.doing.business 1.832238e-01 7.303657e-07
## Entrepreneurship.policies.and.culture. 1.246985e-02 1.544025e-03
## Expenditure.on.education....GDP 2.824361e-03 1.056960e-01
## Government.funding.pupil..secondary....GDP.cap 5.093142e-02 2.072783e-02
## School.life.expectancy..years 1.417045e-02 1.693210e-02
## PISA.scales.in.reading..maths.and.science 3.909038e-03 1.381135e-03
## Pupil.teacher.ratio..secondary 1.551746e-02 1.495035e-02
## Tertiary.enrolment....gross 1.728178e-02 8.410796e-03
## Graduates.in.science.and.engineering... 2.067099e-02 7.816058e-03
## Tertiary.inbound.mobility... 1.614147e-02 1.578435e-02
## Researchers..FTE.mn.pop. 6.320593e-04 6.944926e-04
## Gross.expenditure.on.R.D....GDP 8.499118e-03 1.914707e-04
## Global.corporate.R.D.investors..top.3..mn.US. 2.987545e-04 4.700149e-03
## QS.university.ranking..top.3 2.669860e-02 1.208432e-04
## ICT.access 9.907704e-07 4.822320e-03
## ICT.use 7.640339e-05 5.165524e-04
## Government.s.online.service 1.767948e-02 7.944879e-03
## E.participation 1.389165e-02 7.774431e-03
## Electricity.output..GWh.mn.pop. 2.042680e-03 1.019972e-06
## Logistics.performance 3.619508e-04 8.447657e-04
## Gross.capital.formation....GDP 1.738886e-01 3.325060e-02
## GDP.unit.of.energy.use 6.230428e-03 1.240142e-02
## Environmental.performance 6.397900e-04 3.724779e-03
## ISO.14001.environmental.certificates.bn.PPP..GDP 9.214490e-04 1.449595e-01
## Finance.for.startups.and.scaleups 1.137949e-05 1.477326e-02
## Domestic.credit.to.private.sector....GDP 5.009675e-04 1.649765e-03
## Loans.from.microfinance.institutions....GDP 7.858235e-02 2.233202e-02
## Market.capitalization....GDP 9.853188e-02 1.746354e-02
## Venture.capital.investors..deals.bn.PPP..GDP 3.000589e-03 3.976415e-03
## Venture.capital.recipients..deals.bn.PPP..GDP. 3.256306e-04 8.668543e-03
## Venture.capital.received..value....GDP. 1.755055e-03 1.657646e-02
## Applied.tariff.rate..weighted.avg.... 3.732745e-04 2.674816e-02
## Domestic.industry.diversification 6.217995e-06 1.705516e-02
## Domestic.market.scale..bn.PPP. 4.238793e-03 2.445424e-02
## Knowledge.intensive.employment... 3.996151e-02 5.188710e-03
## Firms.offering.formal.training... 9.605857e-02 4.792589e-02
## GERD.performed.by.business....GDP 2.215988e-02 3.498272e-05
## GERD.financed.by.business... 3.543313e-04 2.330238e-03
## Females.employed.w.advanced.degrees... 2.210307e-02 1.257082e-02
## University.industry.R.D.collaboration. 1.127592e-01 7.706889e-06
## State.of.cluster.development.and.depth. 1.206638e-01 1.245275e-03
## GERD.financed.by.abroad....GDP 1.701221e-02 4.886689e-04
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 6.420348e-03 8.492301e-05
## Patent.families.bn.PPP..GDP 4.063252e-03 1.494537e-04
## Intellectual.property.payments....total.trade 1.152935e-02 4.206063e-02
## High.tech.imports....total.trade 7.990701e-03 3.612032e-02
## ICT.services.imports....total.trade 2.832285e-02 9.767995e-04
## FDI.net.inflows....GDP 3.250426e-03 1.599591e-02
## Research.talent....in.businesses 9.793783e-05 6.755831e-07
## Patents.by.origin.bn.PPP..GDP 5.254007e-03 3.163553e-03
## PCT.patents.by.origin.bn.PPP..GDP 5.536427e-03 1.536669e-05
## Utility.models.by.origin.bn.PPP..GDP 8.890815e-03 3.019019e-02
## Scientific.and.technical.articles.bn.PPP..GDP 2.996699e-04 4.173035e-02
## Citable.documents.H.index 1.318947e-02 2.010930e-02
## Labor.productivity.growth... 1.118329e-01 1.957807e-03
## New.businesses.th.pop..15.64 2.771299e-03 9.823169e-04
## Software.spending....GDP 1.252082e-02 6.475262e-04
## ISO.9001.quality.certificates.bn.PPP..GDP 1.828752e-02 5.604963e-02
## High.tech.manufacturing... 6.565010e-03 5.225657e-04
## Intellectual.property.receipts....total.trade 6.108100e-04 1.016644e-03
## Production.and.export.complexity 2.501830e-04 1.227585e-03
## High.tech.exports....total.trade 9.799755e-05 5.527043e-03
## ICT.services.exports....total.trade 4.379908e-04 1.185489e-01
## Intangible.asset.intensity..top.15.... 6.606435e-06 3.045524e-03
## Trademarks.by.origin.bn.PPP..GDP. 3.977366e-03 1.091621e-02
## Global.brand.value..top.5.000....GDP 2.047587e-02 1.580885e-03
## Industrial.designs.by.origin.bn.PPP..GDP. 2.183144e-03 1.674094e-02
## Cultural.and.creative.services.exports....total.trade 1.120001e-03 4.336779e-05
## National.feature.films.mn.pop..15.69 1.420961e-03 6.528938e-05
## Entertainment.and.media.market.th.pop..15.69 1.563839e-02 3.414675e-05
## Printing.and.other.media....manufacturing 1.805620e-02 1.877575e-01
## Creative.goods.exports....total.trade 3.645042e-03 7.516703e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 1.221453e-02 1.448836e-04
## Country.code.TLDs.th.pop..15.69 4.643066e-03 6.467839e-03
## GitHub.commits.mn.pop..15.69 4.862282e-03 1.789040e-02
## Mobile.app.creation.bn.PPP..GDP 2.068747e-02 2.263651e-02
## Dim.11 Dim.12
## Political.and.operational.stability 6.497026e-04 1.066114e-02
## Government.effectiveness 4.774877e-03 1.569171e-03
## Regulatory.quality 5.292012e-03 9.519679e-04
## Rule.of.law 1.255758e-04 1.272208e-04
## Cost.of.redudancy.dismissal 9.956946e-02 3.204095e-02
## Policies.for.doing.business 1.319047e-02 5.488459e-05
## Entrepreneurship.policies.and.culture. 1.371772e-02 8.960745e-02
## Expenditure.on.education....GDP 4.641298e-04 2.468006e-03
## Government.funding.pupil..secondary....GDP.cap 2.698954e-01 2.868477e-02
## School.life.expectancy..years 9.138957e-03 7.327957e-02
## PISA.scales.in.reading..maths.and.science 7.089746e-03 4.183637e-04
## Pupil.teacher.ratio..secondary 1.108915e-01 4.974775e-03
## Tertiary.enrolment....gross 1.869985e-02 5.150889e-02
## Graduates.in.science.and.engineering... 1.517758e-03 4.863083e-03
## Tertiary.inbound.mobility... 7.169897e-03 2.167004e-02
## Researchers..FTE.mn.pop. 7.742821e-05 1.248796e-03
## Gross.expenditure.on.R.D....GDP 3.682377e-03 6.307294e-03
## Global.corporate.R.D.investors..top.3..mn.US. 1.438697e-03 4.335447e-03
## QS.university.ranking..top.3 1.596481e-02 2.737256e-03
## ICT.access 7.529058e-04 6.007525e-05
## ICT.use 7.007042e-05 1.354357e-04
## Government.s.online.service 2.804583e-02 2.795419e-02
## E.participation 3.695123e-02 3.776092e-02
## Electricity.output..GWh.mn.pop. 2.177484e-03 1.311045e-02
## Logistics.performance 5.943252e-05 5.455915e-05
## Gross.capital.formation....GDP 2.286987e-03 5.247554e-03
## GDP.unit.of.energy.use 1.487662e-02 1.335914e-01
## Environmental.performance 7.178077e-03 1.298167e-02
## ISO.14001.environmental.certificates.bn.PPP..GDP 1.304551e-02 8.535051e-03
## Finance.for.startups.and.scaleups 1.692429e-04 5.958288e-02
## Domestic.credit.to.private.sector....GDP 2.371508e-03 2.012321e-03
## Loans.from.microfinance.institutions....GDP 1.492609e-01 4.097493e-03
## Market.capitalization....GDP 2.017342e-03 9.740629e-03
## Venture.capital.investors..deals.bn.PPP..GDP 2.816606e-03 9.008361e-07
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.675724e-03 1.449241e-03
## Venture.capital.received..value....GDP. 1.838363e-06 1.190126e-03
## Applied.tariff.rate..weighted.avg.... 6.435253e-03 3.864853e-05
## Domestic.industry.diversification 7.176389e-05 1.354453e-01
## Domestic.market.scale..bn.PPP. 3.413820e-03 4.026059e-03
## Knowledge.intensive.employment... 6.164954e-03 5.815477e-05
## Firms.offering.formal.training... 1.418203e-02 2.136360e-02
## GERD.performed.by.business....GDP 4.483654e-03 2.089055e-03
## GERD.financed.by.business... 1.605163e-05 6.489510e-03
## Females.employed.w.advanced.degrees... 3.623996e-02 2.814327e-03
## University.industry.R.D.collaboration. 1.683171e-02 7.502413e-03
## State.of.cluster.development.and.depth. 4.553202e-02 4.287105e-03
## GERD.financed.by.abroad....GDP 4.277726e-03 3.328327e-02
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 4.124981e-06 2.729335e-04
## Patent.families.bn.PPP..GDP 1.026121e-03 2.100742e-04
## Intellectual.property.payments....total.trade 4.954762e-03 2.233864e-02
## High.tech.imports....total.trade 2.609013e-02 4.981299e-05
## ICT.services.imports....total.trade 3.366635e-04 5.507811e-02
## FDI.net.inflows....GDP 1.786779e-02 2.795095e-02
## Research.talent....in.businesses 1.281759e-04 4.365418e-03
## Patents.by.origin.bn.PPP..GDP 5.282963e-03 1.514854e-03
## PCT.patents.by.origin.bn.PPP..GDP 3.525328e-03 3.083398e-03
## Utility.models.by.origin.bn.PPP..GDP 2.015772e-02 1.315290e-03
## Scientific.and.technical.articles.bn.PPP..GDP 9.304129e-03 1.712237e-02
## Citable.documents.H.index 4.802883e-03 4.304597e-03
## Labor.productivity.growth... 4.797293e-03 4.942938e-02
## New.businesses.th.pop..15.64 1.308051e-02 1.632795e-04
## Software.spending....GDP 3.111493e-03 3.658323e-02
## ISO.9001.quality.certificates.bn.PPP..GDP 4.724407e-02 4.510974e-06
## High.tech.manufacturing... 7.048139e-04 3.517589e-03
## Intellectual.property.receipts....total.trade 3.434945e-03 9.855920e-03
## Production.and.export.complexity 6.723590e-04 3.988059e-05
## High.tech.exports....total.trade 2.192109e-03 4.522701e-03
## ICT.services.exports....total.trade 7.885773e-03 1.771529e-04
## Intangible.asset.intensity..top.15.... 2.952278e-03 1.811377e-03
## Trademarks.by.origin.bn.PPP..GDP. 1.359599e-02 6.140291e-03
## Global.brand.value..top.5.000....GDP 5.649743e-04 1.614883e-02
## Industrial.designs.by.origin.bn.PPP..GDP. 8.730068e-02 1.189523e-03
## Cultural.and.creative.services.exports....total.trade 8.126599e-04 4.217826e-03
## National.feature.films.mn.pop..15.69 1.368624e-03 7.630193e-04
## Entertainment.and.media.market.th.pop..15.69 3.685194e-04 2.351246e-02
## Printing.and.other.media....manufacturing 9.863674e-03 6.834945e-02
## Creative.goods.exports....total.trade 2.086296e-04 7.026080e-05
## Generic.top.level.domains..TLDs..th.pop..15.69 1.084444e-03 4.168441e-03
## Country.code.TLDs.th.pop..15.69 1.001957e-02 9.705210e-03
## GitHub.commits.mn.pop..15.69 4.611590e-04 1.794681e-02
## Mobile.app.creation.bn.PPP..GDP 6.710216e-03 2.745586e-03
## Dim.13 Dim.14
## Political.and.operational.stability 5.759482e-05 2.643512e-03
## Government.effectiveness 4.376162e-04 3.829083e-04
## Regulatory.quality 1.494237e-04 1.005012e-04
## Rule.of.law 4.513307e-03 4.041982e-05
## Cost.of.redudancy.dismissal 1.391050e-02 4.325742e-02
## Policies.for.doing.business 3.266072e-03 3.848448e-04
## Entrepreneurship.policies.and.culture. 7.535577e-02 6.202915e-02
## Expenditure.on.education....GDP 1.088424e-02 4.180751e-02
## Government.funding.pupil..secondary....GDP.cap 8.454010e-04 2.863454e-02
## School.life.expectancy..years 1.530994e-04 5.264393e-02
## PISA.scales.in.reading..maths.and.science 1.232783e-03 2.373076e-03
## Pupil.teacher.ratio..secondary 9.294335e-02 2.039730e-04
## Tertiary.enrolment....gross 2.697233e-03 2.402342e-02
## Graduates.in.science.and.engineering... 1.872578e-01 1.113978e-01
## Tertiary.inbound.mobility... 6.501252e-05 1.180235e-02
## Researchers..FTE.mn.pop. 1.091363e-03 3.418964e-03
## Gross.expenditure.on.R.D....GDP 1.716869e-03 1.137546e-04
## Global.corporate.R.D.investors..top.3..mn.US. 2.248017e-03 5.627451e-04
## QS.university.ranking..top.3 2.270933e-03 1.068711e-03
## ICT.access 9.877614e-04 8.167198e-06
## ICT.use 5.839701e-05 8.036254e-03
## Government.s.online.service 7.429737e-03 1.110350e-02
## E.participation 1.484304e-02 1.979775e-02
## Electricity.output..GWh.mn.pop. 1.226741e-03 3.427060e-03
## Logistics.performance 7.377026e-03 7.643907e-05
## Gross.capital.formation....GDP 4.503068e-04 4.082503e-02
## GDP.unit.of.energy.use 1.480969e-04 1.283612e-05
## Environmental.performance 1.189198e-02 6.684163e-03
## ISO.14001.environmental.certificates.bn.PPP..GDP 3.626588e-02 6.834789e-03
## Finance.for.startups.and.scaleups 7.539473e-02 2.509830e-02
## Domestic.credit.to.private.sector....GDP 2.363705e-02 3.497564e-02
## Loans.from.microfinance.institutions....GDP 1.998894e-02 2.078560e-02
## Market.capitalization....GDP 2.977964e-05 1.630158e-03
## Venture.capital.investors..deals.bn.PPP..GDP 4.138304e-04 4.316212e-05
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.852144e-03 7.953697e-07
## Venture.capital.received..value....GDP. 4.777967e-05 1.405435e-02
## Applied.tariff.rate..weighted.avg.... 2.017693e-02 5.315534e-04
## Domestic.industry.diversification 2.404006e-03 3.327661e-03
## Domestic.market.scale..bn.PPP. 2.583833e-04 4.761804e-03
## Knowledge.intensive.employment... 3.026891e-03 2.550435e-02
## Firms.offering.formal.training... 7.841313e-03 2.271338e-02
## GERD.performed.by.business....GDP 2.130907e-03 1.126828e-03
## GERD.financed.by.business... 3.392850e-03 1.642428e-03
## Females.employed.w.advanced.degrees... 8.385353e-03 1.354136e-02
## University.industry.R.D.collaboration. 3.318512e-04 4.500319e-03
## State.of.cluster.development.and.depth. 8.429689e-06 1.785646e-03
## GERD.financed.by.abroad....GDP 1.028072e-02 1.716158e-03
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 1.126700e-04 4.676520e-06
## Patent.families.bn.PPP..GDP 8.051813e-03 1.062721e-03
## Intellectual.property.payments....total.trade 3.291518e-02 1.088681e-02
## High.tech.imports....total.trade 1.414738e-02 1.586090e-02
## ICT.services.imports....total.trade 2.277039e-02 2.362381e-03
## FDI.net.inflows....GDP 2.713491e-03 2.091163e-02
## Research.talent....in.businesses 1.954962e-06 7.661894e-04
## Patents.by.origin.bn.PPP..GDP 1.041085e-02 1.256516e-03
## PCT.patents.by.origin.bn.PPP..GDP 6.503326e-03 4.964059e-03
## Utility.models.by.origin.bn.PPP..GDP 8.648383e-03 6.004808e-04
## Scientific.and.technical.articles.bn.PPP..GDP 2.872911e-02 7.439872e-03
## Citable.documents.H.index 7.313951e-04 3.205386e-03
## Labor.productivity.growth... 1.108673e-02 1.245259e-01
## New.businesses.th.pop..15.64 5.574786e-02 3.921741e-02
## Software.spending....GDP 8.320599e-03 5.168897e-03
## ISO.9001.quality.certificates.bn.PPP..GDP 8.504401e-03 7.912440e-03
## High.tech.manufacturing... 5.577864e-03 4.075691e-03
## Intellectual.property.receipts....total.trade 3.310754e-02 2.191969e-03
## Production.and.export.complexity 1.319811e-02 1.997742e-02
## High.tech.exports....total.trade 2.731710e-03 3.832814e-03
## ICT.services.exports....total.trade 4.885575e-06 2.363097e-02
## Intangible.asset.intensity..top.15.... 1.423589e-02 2.337185e-02
## Trademarks.by.origin.bn.PPP..GDP. 3.838916e-02 5.978946e-04
## Global.brand.value..top.5.000....GDP 8.228819e-03 1.779244e-05
## Industrial.designs.by.origin.bn.PPP..GDP. 2.437527e-04 2.833458e-03
## Cultural.and.creative.services.exports....total.trade 4.014817e-02 1.879740e-02
## National.feature.films.mn.pop..15.69 6.445117e-02 1.657058e-02
## Entertainment.and.media.market.th.pop..15.69 6.488677e-04 1.633104e-05
## Printing.and.other.media....manufacturing 1.108742e-02 3.370545e-03
## Creative.goods.exports....total.trade 2.384720e-02 1.449598e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 5.310629e-03 2.893909e-04
## Country.code.TLDs.th.pop..15.69 3.283483e-02 1.750000e-03
## GitHub.commits.mn.pop..15.69 2.864089e-04 1.286426e-02
## Mobile.app.creation.bn.PPP..GDP 3.386013e-03 1.360159e-02
## Dim.15 Dim.16
## Political.and.operational.stability 1.892311e-05 9.433051e-03
## Government.effectiveness 1.046054e-04 2.152731e-03
## Regulatory.quality 2.371478e-03 8.823634e-03
## Rule.of.law 7.540453e-04 6.150058e-03
## Cost.of.redudancy.dismissal 4.251763e-02 4.315517e-03
## Policies.for.doing.business 2.416270e-04 1.428784e-02
## Entrepreneurship.policies.and.culture. 9.863030e-04 1.537173e-02
## Expenditure.on.education....GDP 5.492078e-05 9.839213e-02
## Government.funding.pupil..secondary....GDP.cap 3.858338e-02 5.264852e-03
## School.life.expectancy..years 2.519032e-02 6.772971e-03
## PISA.scales.in.reading..maths.and.science 1.219679e-03 1.103393e-03
## Pupil.teacher.ratio..secondary 7.045940e-02 4.965372e-02
## Tertiary.enrolment....gross 1.547201e-03 7.757921e-03
## Graduates.in.science.and.engineering... 9.436400e-02 8.952463e-03
## Tertiary.inbound.mobility... 3.141160e-02 3.129381e-02
## Researchers..FTE.mn.pop. 7.139896e-03 1.646930e-04
## Gross.expenditure.on.R.D....GDP 2.208093e-04 4.705615e-04
## Global.corporate.R.D.investors..top.3..mn.US. 5.542710e-04 3.473399e-06
## QS.university.ranking..top.3 2.277288e-04 7.983484e-04
## ICT.access 5.045078e-03 4.495313e-05
## ICT.use 3.709823e-03 1.172515e-03
## Government.s.online.service 5.524004e-03 4.260281e-03
## E.participation 2.590419e-03 4.792696e-03
## Electricity.output..GWh.mn.pop. 4.498165e-02 4.640194e-02
## Logistics.performance 3.362231e-03 1.217298e-03
## Gross.capital.formation....GDP 7.337791e-02 7.379778e-03
## GDP.unit.of.energy.use 8.230713e-03 3.867776e-02
## Environmental.performance 4.045314e-04 2.262517e-02
## ISO.14001.environmental.certificates.bn.PPP..GDP 1.032165e-03 5.692421e-03
## Finance.for.startups.and.scaleups 3.914649e-04 2.134633e-02
## Domestic.credit.to.private.sector....GDP 1.089383e-03 9.458620e-04
## Loans.from.microfinance.institutions....GDP 2.249922e-02 1.050235e-01
## Market.capitalization....GDP 8.141347e-04 1.029167e-03
## Venture.capital.investors..deals.bn.PPP..GDP 5.216714e-04 2.313954e-04
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.490431e-02 1.313957e-02
## Venture.capital.received..value....GDP. 4.226267e-02 3.145471e-02
## Applied.tariff.rate..weighted.avg.... 2.427197e-02 2.826352e-02
## Domestic.industry.diversification 9.498694e-03 1.407629e-03
## Domestic.market.scale..bn.PPP. 9.909947e-03 5.468634e-08
## Knowledge.intensive.employment... 5.135963e-03 4.367189e-04
## Firms.offering.formal.training... 2.032420e-03 1.114982e-03
## GERD.performed.by.business....GDP 4.072756e-03 1.020385e-07
## GERD.financed.by.business... 1.406309e-03 4.607026e-04
## Females.employed.w.advanced.degrees... 8.254739e-03 7.256052e-04
## University.industry.R.D.collaboration. 2.582339e-03 1.620264e-02
## State.of.cluster.development.and.depth. 4.101794e-03 9.413230e-03
## GERD.financed.by.abroad....GDP 2.131916e-02 5.406611e-03
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 9.613399e-05 1.416827e-02
## Patent.families.bn.PPP..GDP 1.657695e-03 2.683154e-05
## Intellectual.property.payments....total.trade 2.390005e-02 4.926051e-06
## High.tech.imports....total.trade 7.146464e-04 1.807150e-04
## ICT.services.imports....total.trade 2.377604e-02 1.659477e-02
## FDI.net.inflows....GDP 1.556097e-02 3.815050e-02
## Research.talent....in.businesses 4.986854e-04 2.742936e-03
## Patents.by.origin.bn.PPP..GDP 2.410906e-04 8.080646e-04
## PCT.patents.by.origin.bn.PPP..GDP 8.525404e-04 1.857502e-03
## Utility.models.by.origin.bn.PPP..GDP 5.058071e-02 5.800537e-02
## Scientific.and.technical.articles.bn.PPP..GDP 2.805440e-02 7.536987e-04
## Citable.documents.H.index 6.548190e-04 1.214880e-06
## Labor.productivity.growth... 2.648499e-02 3.546663e-02
## New.businesses.th.pop..15.64 4.204013e-03 2.201993e-03
## Software.spending....GDP 2.964499e-03 3.939725e-04
## ISO.9001.quality.certificates.bn.PPP..GDP 1.768414e-05 4.739485e-03
## High.tech.manufacturing... 3.641897e-02 1.063508e-05
## Intellectual.property.receipts....total.trade 8.970504e-04 4.366862e-03
## Production.and.export.complexity 1.259952e-03 1.152600e-02
## High.tech.exports....total.trade 1.537989e-03 1.673726e-02
## ICT.services.exports....total.trade 1.605810e-02 6.091868e-02
## Intangible.asset.intensity..top.15.... 1.285565e-02 4.010627e-03
## Trademarks.by.origin.bn.PPP..GDP. 1.376512e-02 3.128063e-03
## Global.brand.value..top.5.000....GDP 3.586269e-04 5.881878e-04
## Industrial.designs.by.origin.bn.PPP..GDP. 7.623776e-03 8.294813e-04
## Cultural.and.creative.services.exports....total.trade 1.553186e-02 8.425272e-03
## National.feature.films.mn.pop..15.69 2.332471e-06 2.676441e-03
## Entertainment.and.media.market.th.pop..15.69 6.309522e-05 7.830775e-04
## Printing.and.other.media....manufacturing 2.718201e-02 3.280750e-05
## Creative.goods.exports....total.trade 5.177939e-04 9.478971e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 3.946409e-06 9.934852e-04
## Country.code.TLDs.th.pop..15.69 3.049801e-02 9.734149e-05
## GitHub.commits.mn.pop..15.69 9.588744e-04 4.542213e-04
## Mobile.app.creation.bn.PPP..GDP 3.166739e-04 2.555293e-04
## Dim.17 Dim.18
## Political.and.operational.stability 1.367497e-03 6.512686e-06
## Government.effectiveness 7.927868e-06 2.319162e-06
## Regulatory.quality 1.146508e-03 5.282900e-04
## Rule.of.law 7.150231e-07 3.175314e-07
## Cost.of.redudancy.dismissal 6.133979e-02 8.754062e-06
## Policies.for.doing.business 2.394029e-02 7.921392e-03
## Entrepreneurship.policies.and.culture. 2.376588e-02 1.708881e-03
## Expenditure.on.education....GDP 7.682087e-03 3.949683e-03
## Government.funding.pupil..secondary....GDP.cap 7.968728e-06 5.712136e-03
## School.life.expectancy..years 3.009280e-04 3.066878e-04
## PISA.scales.in.reading..maths.and.science 4.115824e-04 2.847013e-03
## Pupil.teacher.ratio..secondary 1.064433e-03 1.021143e-03
## Tertiary.enrolment....gross 7.552356e-04 3.980090e-03
## Graduates.in.science.and.engineering... 2.598486e-02 1.134080e-02
## Tertiary.inbound.mobility... 3.683633e-02 2.905856e-02
## Researchers..FTE.mn.pop. 3.025904e-04 2.072806e-03
## Gross.expenditure.on.R.D....GDP 9.248659e-04 2.611507e-03
## Global.corporate.R.D.investors..top.3..mn.US. 5.779826e-04 3.535360e-03
## QS.university.ranking..top.3 1.908306e-03 2.045931e-05
## ICT.access 1.896270e-03 1.863423e-03
## ICT.use 3.365215e-03 2.767951e-03
## Government.s.online.service 3.542708e-02 3.437385e-06
## E.participation 2.764797e-02 1.380603e-03
## Electricity.output..GWh.mn.pop. 2.782484e-02 2.384965e-02
## Logistics.performance 1.931102e-03 7.128292e-04
## Gross.capital.formation....GDP 2.612248e-02 1.367001e-01
## GDP.unit.of.energy.use 2.987437e-02 2.878588e-02
## Environmental.performance 1.103678e-02 6.958152e-04
## ISO.14001.environmental.certificates.bn.PPP..GDP 1.936314e-03 1.295790e-02
## Finance.for.startups.and.scaleups 1.577667e-02 3.077674e-04
## Domestic.credit.to.private.sector....GDP 1.710114e-04 2.411032e-02
## Loans.from.microfinance.institutions....GDP 1.138246e-01 4.086678e-02
## Market.capitalization....GDP 1.675507e-05 6.796686e-03
## Venture.capital.investors..deals.bn.PPP..GDP 2.910446e-03 2.377685e-03
## Venture.capital.recipients..deals.bn.PPP..GDP. 5.930142e-04 8.887736e-03
## Venture.capital.received..value....GDP. 4.235712e-03 2.572794e-03
## Applied.tariff.rate..weighted.avg.... 1.360113e-02 1.531903e-02
## Domestic.industry.diversification 1.722180e-03 2.082697e-03
## Domestic.market.scale..bn.PPP. 1.987759e-04 1.459115e-03
## Knowledge.intensive.employment... 2.763901e-04 2.709860e-03
## Firms.offering.formal.training... 1.532039e-03 1.319906e-02
## GERD.performed.by.business....GDP 1.506622e-03 8.049259e-03
## GERD.financed.by.business... 6.665214e-04 6.936389e-04
## Females.employed.w.advanced.degrees... 2.455544e-04 6.366879e-03
## University.industry.R.D.collaboration. 9.821854e-03 3.793845e-03
## State.of.cluster.development.and.depth. 1.020676e-02 3.720268e-03
## GERD.financed.by.abroad....GDP 1.476392e-03 7.519617e-03
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 4.535098e-03 2.407059e-03
## Patent.families.bn.PPP..GDP 1.881156e-03 5.606331e-04
## Intellectual.property.payments....total.trade 3.118200e-03 8.001205e-05
## High.tech.imports....total.trade 4.627309e-02 4.224874e-06
## ICT.services.imports....total.trade 7.639933e-03 5.339376e-05
## FDI.net.inflows....GDP 1.003096e-03 4.371777e-02
## Research.talent....in.businesses 2.277916e-03 5.637026e-04
## Patents.by.origin.bn.PPP..GDP 5.551693e-04 2.641407e-03
## PCT.patents.by.origin.bn.PPP..GDP 1.061570e-03 2.207948e-03
## Utility.models.by.origin.bn.PPP..GDP 2.861969e-02 3.066563e-02
## Scientific.and.technical.articles.bn.PPP..GDP 5.221697e-03 2.676010e-03
## Citable.documents.H.index 1.171901e-03 3.148521e-07
## Labor.productivity.growth... 7.811762e-03 9.558304e-02
## New.businesses.th.pop..15.64 3.271150e-04 9.433200e-03
## Software.spending....GDP 1.492382e-02 1.816193e-02
## ISO.9001.quality.certificates.bn.PPP..GDP 4.196983e-05 2.128942e-02
## High.tech.manufacturing... 5.642322e-04 2.890971e-03
## Intellectual.property.receipts....total.trade 9.428553e-03 1.420394e-03
## Production.and.export.complexity 6.394404e-03 3.288338e-03
## High.tech.exports....total.trade 4.694336e-03 5.392507e-04
## ICT.services.exports....total.trade 6.173959e-02 9.169213e-02
## Intangible.asset.intensity..top.15.... 3.575369e-05 2.110485e-05
## Trademarks.by.origin.bn.PPP..GDP. 2.150975e-04 1.946607e-02
## Global.brand.value..top.5.000....GDP 7.407457e-04 3.286803e-03
## Industrial.designs.by.origin.bn.PPP..GDP. 1.676878e-02 1.173485e-02
## Cultural.and.creative.services.exports....total.trade 2.472433e-02 1.379104e-02
## National.feature.films.mn.pop..15.69 1.063924e-03 1.337406e-02
## Entertainment.and.media.market.th.pop..15.69 1.460093e-02 9.956675e-03
## Printing.and.other.media....manufacturing 7.311042e-02 1.600999e-04
## Creative.goods.exports....total.trade 9.448350e-03 7.434297e-04
## Generic.top.level.domains..TLDs..th.pop..15.69 1.396606e-03 2.616993e-04
## Country.code.TLDs.th.pop..15.69 4.651203e-04 9.893591e-03
## GitHub.commits.mn.pop..15.69 3.148020e-04 1.111978e-04
## Mobile.app.creation.bn.PPP..GDP 2.805520e-02 2.422962e-04
## Dim.19 Dim.20
## Political.and.operational.stability 3.153659e-05 2.274501e-02
## Government.effectiveness 1.441005e-03 8.757601e-03
## Regulatory.quality 1.129257e-03 1.234576e-03
## Rule.of.law 1.407375e-04 3.148414e-03
## Cost.of.redudancy.dismissal 5.213394e-03 8.655746e-02
## Policies.for.doing.business 3.120819e-03 1.652246e-02
## Entrepreneurship.policies.and.culture. 4.333789e-03 7.606649e-04
## Expenditure.on.education....GDP 1.092008e-01 1.213818e-02
## Government.funding.pupil..secondary....GDP.cap 2.500603e-03 7.997500e-04
## School.life.expectancy..years 2.749356e-03 4.044839e-03
## PISA.scales.in.reading..maths.and.science 6.537546e-04 2.310702e-03
## Pupil.teacher.ratio..secondary 1.617581e-02 6.812041e-02
## Tertiary.enrolment....gross 1.255498e-03 1.692376e-03
## Graduates.in.science.and.engineering... 1.830264e-02 1.204613e-02
## Tertiary.inbound.mobility... 2.161138e-03 1.267432e-02
## Researchers..FTE.mn.pop. 2.957344e-03 2.669628e-03
## Gross.expenditure.on.R.D....GDP 9.753101e-03 4.438577e-04
## Global.corporate.R.D.investors..top.3..mn.US. 1.297299e-03 1.948213e-04
## QS.university.ranking..top.3 1.026710e-03 3.312065e-03
## ICT.access 9.521763e-03 1.748344e-03
## ICT.use 4.402526e-03 9.500156e-04
## Government.s.online.service 1.199777e-02 9.207246e-05
## E.participation 1.040508e-02 2.265536e-05
## Electricity.output..GWh.mn.pop. 3.689897e-04 3.930688e-02
## Logistics.performance 1.959318e-03 5.227134e-03
## Gross.capital.formation....GDP 1.313411e-02 2.878101e-02
## GDP.unit.of.energy.use 1.549680e-02 5.184912e-03
## Environmental.performance 1.228807e-03 4.449804e-04
## ISO.14001.environmental.certificates.bn.PPP..GDP 6.335446e-03 2.715385e-04
## Finance.for.startups.and.scaleups 1.322967e-02 3.747010e-04
## Domestic.credit.to.private.sector....GDP 2.194459e-02 2.554023e-05
## Loans.from.microfinance.institutions....GDP 4.595282e-03 9.424422e-02
## Market.capitalization....GDP 3.221370e-04 1.903497e-03
## Venture.capital.investors..deals.bn.PPP..GDP 6.182484e-04 2.390907e-03
## Venture.capital.recipients..deals.bn.PPP..GDP. 2.305406e-03 4.437152e-03
## Venture.capital.received..value....GDP. 2.581743e-02 1.317841e-04
## Applied.tariff.rate..weighted.avg.... 7.935983e-03 2.247740e-06
## Domestic.industry.diversification 1.034459e-02 1.168317e-02
## Domestic.market.scale..bn.PPP. 1.015965e-02 1.842202e-04
## Knowledge.intensive.employment... 9.108479e-03 4.092068e-03
## Firms.offering.formal.training... 3.788193e-02 3.704534e-04
## GERD.performed.by.business....GDP 1.495838e-02 1.195989e-06
## GERD.financed.by.business... 6.128951e-03 3.133009e-03
## Females.employed.w.advanced.degrees... 5.006794e-03 8.985604e-03
## University.industry.R.D.collaboration. 2.899452e-02 9.488780e-03
## State.of.cluster.development.and.depth. 9.489898e-03 2.624391e-03
## GERD.financed.by.abroad....GDP 3.861423e-04 2.573612e-03
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 1.581863e-04 3.144346e-02
## Patent.families.bn.PPP..GDP 1.827267e-03 3.194896e-05
## Intellectual.property.payments....total.trade 1.169794e-03 2.808307e-02
## High.tech.imports....total.trade 2.954036e-03 1.344754e-04
## ICT.services.imports....total.trade 1.557011e-02 5.204427e-03
## FDI.net.inflows....GDP 2.762888e-02 4.518479e-06
## Research.talent....in.businesses 7.979670e-04 1.016875e-02
## Patents.by.origin.bn.PPP..GDP 1.890751e-02 1.420140e-03
## PCT.patents.by.origin.bn.PPP..GDP 1.975939e-03 8.325148e-06
## Utility.models.by.origin.bn.PPP..GDP 3.638160e-02 2.498998e-02
## Scientific.and.technical.articles.bn.PPP..GDP 4.204113e-04 1.920594e-04
## Citable.documents.H.index 2.757785e-03 2.271696e-03
## Labor.productivity.growth... 2.919753e-02 6.370433e-04
## New.businesses.th.pop..15.64 2.963510e-03 5.853622e-03
## Software.spending....GDP 1.834582e-02 1.254006e-02
## ISO.9001.quality.certificates.bn.PPP..GDP 9.090169e-05 2.364092e-03
## High.tech.manufacturing... 1.302751e-02 6.161197e-05
## Intellectual.property.receipts....total.trade 1.268446e-04 1.835140e-03
## Production.and.export.complexity 9.663108e-04 1.381535e-02
## High.tech.exports....total.trade 2.362963e-03 1.458738e-03
## ICT.services.exports....total.trade 1.687968e-03 7.243797e-04
## Intangible.asset.intensity..top.15.... 6.792231e-03 5.276801e-03
## Trademarks.by.origin.bn.PPP..GDP. 3.062136e-02 1.740938e-02
## Global.brand.value..top.5.000....GDP 2.703279e-03 8.695959e-03
## Industrial.designs.by.origin.bn.PPP..GDP. 1.040628e-03 4.282526e-03
## Cultural.and.creative.services.exports....total.trade 4.029027e-03 1.251231e-02
## National.feature.films.mn.pop..15.69 1.465475e-03 2.261422e-04
## Entertainment.and.media.market.th.pop..15.69 2.569989e-05 1.949544e-03
## Printing.and.other.media....manufacturing 1.108810e-02 5.264681e-03
## Creative.goods.exports....total.trade 1.060302e-02 1.739524e-02
## Generic.top.level.domains..TLDs..th.pop..15.69 8.592960e-04 1.969561e-03
## Country.code.TLDs.th.pop..15.69 4.223950e-03 2.257311e-02
## GitHub.commits.mn.pop..15.69 5.152601e-03 2.890677e-03
## Mobile.app.creation.bn.PPP..GDP 4.030038e-02 1.013532e-02
## Dim.21 Dim.22
## Political.and.operational.stability 1.486054e-03 5.233268e-03
## Government.effectiveness 5.519908e-06 1.873352e-03
## Regulatory.quality 8.588751e-04 7.692289e-03
## Rule.of.law 6.177265e-04 2.465319e-03
## Cost.of.redudancy.dismissal 3.581085e-02 5.753618e-03
## Policies.for.doing.business 4.768675e-04 1.057213e-03
## Entrepreneurship.policies.and.culture. 1.108825e-02 1.172632e-03
## Expenditure.on.education....GDP 5.315880e-03 1.799699e-03
## Government.funding.pupil..secondary....GDP.cap 3.641762e-02 6.482166e-02
## School.life.expectancy..years 1.362932e-02 1.908359e-02
## PISA.scales.in.reading..maths.and.science 4.021286e-03 1.902264e-03
## Pupil.teacher.ratio..secondary 3.036087e-03 1.386659e-03
## Tertiary.enrolment....gross 3.523424e-03 1.113286e-02
## Graduates.in.science.and.engineering... 5.804807e-03 7.015062e-02
## Tertiary.inbound.mobility... 5.725702e-02 1.333072e-02
## Researchers..FTE.mn.pop. 3.753616e-04 1.070232e-03
## Gross.expenditure.on.R.D....GDP 1.304140e-03 5.876765e-03
## Global.corporate.R.D.investors..top.3..mn.US. 1.133918e-04 5.563331e-03
## QS.university.ranking..top.3 3.052462e-03 1.987956e-03
## ICT.access 2.266069e-02 1.332779e-03
## ICT.use 5.156929e-03 1.711139e-04
## Government.s.online.service 2.127850e-03 6.547834e-03
## E.participation 2.702673e-03 4.361594e-03
## Electricity.output..GWh.mn.pop. 4.345349e-03 1.360538e-04
## Logistics.performance 3.638046e-04 1.477212e-03
## Gross.capital.formation....GDP 3.167320e-02 2.223571e-03
## GDP.unit.of.energy.use 3.157990e-02 2.031793e-03
## Environmental.performance 9.750170e-04 4.660479e-04
## ISO.14001.environmental.certificates.bn.PPP..GDP 1.518494e-02 4.545385e-04
## Finance.for.startups.and.scaleups 7.680388e-04 2.405704e-03
## Domestic.credit.to.private.sector....GDP 2.980402e-03 4.246451e-02
## Loans.from.microfinance.institutions....GDP 1.615952e-02 9.938288e-03
## Market.capitalization....GDP 1.053768e-02 3.052980e-02
## Venture.capital.investors..deals.bn.PPP..GDP 3.876061e-04 4.169467e-04
## Venture.capital.recipients..deals.bn.PPP..GDP. 3.306753e-03 4.956080e-08
## Venture.capital.received..value....GDP. 1.629773e-02 1.450774e-04
## Applied.tariff.rate..weighted.avg.... 5.278269e-05 6.244772e-03
## Domestic.industry.diversification 4.565538e-04 2.231929e-02
## Domestic.market.scale..bn.PPP. 2.278378e-02 3.866213e-02
## Knowledge.intensive.employment... 2.158244e-03 2.811009e-03
## Firms.offering.formal.training... 3.191443e-02 3.636138e-03
## GERD.performed.by.business....GDP 5.725764e-04 1.402316e-02
## GERD.financed.by.business... 1.755703e-04 4.842587e-05
## Females.employed.w.advanced.degrees... 1.504466e-02 1.192091e-05
## University.industry.R.D.collaboration. 1.516233e-02 3.018443e-04
## State.of.cluster.development.and.depth. 8.690188e-03 2.735771e-03
## GERD.financed.by.abroad....GDP 4.083289e-06 4.666854e-06
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 5.569196e-03 1.698051e-04
## Patent.families.bn.PPP..GDP 1.951686e-05 5.414622e-04
## Intellectual.property.payments....total.trade 2.712084e-02 3.756974e-03
## High.tech.imports....total.trade 8.987956e-03 1.306523e-03
## ICT.services.imports....total.trade 6.673596e-03 2.289319e-02
## FDI.net.inflows....GDP 3.661413e-02 1.921051e-02
## Research.talent....in.businesses 3.783302e-03 2.734932e-03
## Patents.by.origin.bn.PPP..GDP 5.144262e-03 2.166118e-02
## PCT.patents.by.origin.bn.PPP..GDP 3.219188e-04 9.039688e-05
## Utility.models.by.origin.bn.PPP..GDP 1.817101e-04 1.573171e-03
## Scientific.and.technical.articles.bn.PPP..GDP 5.254586e-05 1.261960e-02
## Citable.documents.H.index 9.111166e-03 1.776828e-02
## Labor.productivity.growth... 8.802350e-04 2.292878e-02
## New.businesses.th.pop..15.64 1.836246e-02 5.969847e-03
## Software.spending....GDP 8.437537e-04 1.854971e-03
## ISO.9001.quality.certificates.bn.PPP..GDP 4.313370e-03 3.464489e-03
## High.tech.manufacturing... 5.050809e-06 8.482253e-03
## Intellectual.property.receipts....total.trade 5.075986e-03 1.500467e-03
## Production.and.export.complexity 4.517312e-03 1.121452e-03
## High.tech.exports....total.trade 4.011084e-03 7.682786e-04
## ICT.services.exports....total.trade 9.183312e-03 1.761999e-02
## Intangible.asset.intensity..top.15.... 9.309407e-05 1.621679e-03
## Trademarks.by.origin.bn.PPP..GDP. 6.651995e-03 2.696256e-02
## Global.brand.value..top.5.000....GDP 7.035217e-04 8.335467e-04
## Industrial.designs.by.origin.bn.PPP..GDP. 9.579247e-03 5.464020e-04
## Cultural.and.creative.services.exports....total.trade 2.508110e-02 7.786491e-04
## National.feature.films.mn.pop..15.69 4.845860e-03 1.508703e-02
## Entertainment.and.media.market.th.pop..15.69 1.523966e-04 1.177726e-02
## Printing.and.other.media....manufacturing 2.012793e-02 2.665306e-02
## Creative.goods.exports....total.trade 3.136974e-02 4.393498e-04
## Generic.top.level.domains..TLDs..th.pop..15.69 2.078695e-02 1.500124e-03
## Country.code.TLDs.th.pop..15.69 1.282415e-04 5.817655e-03
## GitHub.commits.mn.pop..15.69 6.002499e-03 3.515135e-04
## Mobile.app.creation.bn.PPP..GDP 1.065077e-02 2.261350e-03
## Dim.23 Dim.24
## Political.and.operational.stability 6.589804e-04 3.106812e-04
## Government.effectiveness 2.566588e-04 4.607501e-04
## Regulatory.quality 1.300594e-03 1.914979e-03
## Rule.of.law 1.500377e-04 2.802113e-04
## Cost.of.redudancy.dismissal 7.941326e-02 4.319136e-04
## Policies.for.doing.business 1.931775e-08 4.375370e-03
## Entrepreneurship.policies.and.culture. 1.053232e-05 3.348295e-04
## Expenditure.on.education....GDP 4.072112e-07 1.347370e-03
## Government.funding.pupil..secondary....GDP.cap 2.324384e-04 1.189839e-02
## School.life.expectancy..years 2.979106e-03 1.317414e-04
## PISA.scales.in.reading..maths.and.science 1.200676e-03 2.554597e-04
## Pupil.teacher.ratio..secondary 7.883838e-03 9.767278e-04
## Tertiary.enrolment....gross 1.929792e-04 3.129968e-03
## Graduates.in.science.and.engineering... 5.926408e-04 6.128479e-03
## Tertiary.inbound.mobility... 3.758042e-02 9.975084e-03
## Researchers..FTE.mn.pop. 1.095599e-02 1.730956e-03
## Gross.expenditure.on.R.D....GDP 1.328347e-03 1.501162e-04
## Global.corporate.R.D.investors..top.3..mn.US. 4.910416e-03 3.061152e-03
## QS.university.ranking..top.3 7.122141e-03 1.368057e-02
## ICT.access 1.498907e-02 6.318439e-04
## ICT.use 1.120349e-02 4.768073e-04
## Government.s.online.service 4.197143e-03 6.784368e-03
## E.participation 8.608644e-03 5.811452e-03
## Electricity.output..GWh.mn.pop. 8.878181e-04 1.581603e-03
## Logistics.performance 1.263328e-04 2.911108e-03
## Gross.capital.formation....GDP 4.114265e-03 1.215784e-02
## GDP.unit.of.energy.use 3.113308e-04 2.224082e-02
## Environmental.performance 3.532148e-04 5.172807e-04
## ISO.14001.environmental.certificates.bn.PPP..GDP 5.946579e-04 5.932493e-04
## Finance.for.startups.and.scaleups 6.021705e-04 1.971497e-04
## Domestic.credit.to.private.sector....GDP 2.245695e-05 5.087593e-03
## Loans.from.microfinance.institutions....GDP 4.420177e-05 1.606174e-03
## Market.capitalization....GDP 4.263667e-02 4.556232e-02
## Venture.capital.investors..deals.bn.PPP..GDP 2.461747e-03 2.405299e-03
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.010518e-02 6.397360e-07
## Venture.capital.received..value....GDP. 4.138202e-03 5.600154e-04
## Applied.tariff.rate..weighted.avg.... 6.529646e-02 1.315759e-05
## Domestic.industry.diversification 2.052802e-03 5.913739e-05
## Domestic.market.scale..bn.PPP. 1.151874e-02 1.675147e-02
## Knowledge.intensive.employment... 1.091907e-02 8.271851e-04
## Firms.offering.formal.training... 1.400500e-02 1.858633e-01
## GERD.performed.by.business....GDP 2.390062e-03 5.021299e-04
## GERD.financed.by.business... 6.564510e-03 2.475644e-02
## Females.employed.w.advanced.degrees... 7.764771e-04 1.178657e-03
## University.industry.R.D.collaboration. 5.992261e-07 3.520011e-05
## State.of.cluster.development.and.depth. 1.023626e-03 3.048271e-05
## GERD.financed.by.abroad....GDP 2.041103e-03 7.633182e-05
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 4.755325e-03 1.436381e-03
## Patent.families.bn.PPP..GDP 1.717420e-03 5.174626e-04
## Intellectual.property.payments....total.trade 2.921714e-02 4.178395e-03
## High.tech.imports....total.trade 1.277512e-05 9.290824e-03
## ICT.services.imports....total.trade 3.277203e-03 2.404555e-02
## FDI.net.inflows....GDP 1.594362e-02 2.645413e-04
## Research.talent....in.businesses 1.738786e-02 3.837103e-02
## Patents.by.origin.bn.PPP..GDP 6.448925e-03 3.471900e-03
## PCT.patents.by.origin.bn.PPP..GDP 6.716486e-03 1.851345e-03
## Utility.models.by.origin.bn.PPP..GDP 5.641179e-03 5.108098e-03
## Scientific.and.technical.articles.bn.PPP..GDP 3.270347e-03 7.057956e-03
## Citable.documents.H.index 1.562919e-02 1.304743e-02
## Labor.productivity.growth... 1.728400e-02 3.148439e-04
## New.businesses.th.pop..15.64 1.225287e-04 9.723625e-03
## Software.spending....GDP 3.133467e-02 1.366215e-04
## ISO.9001.quality.certificates.bn.PPP..GDP 4.423468e-03 7.003009e-03
## High.tech.manufacturing... 5.732683e-03 2.438963e-04
## Intellectual.property.receipts....total.trade 5.636506e-03 1.089820e-02
## Production.and.export.complexity 5.861955e-03 2.875087e-03
## High.tech.exports....total.trade 5.395912e-04 4.896321e-03
## ICT.services.exports....total.trade 1.988616e-04 2.256963e-02
## Intangible.asset.intensity..top.15.... 3.647819e-03 1.970724e-02
## Trademarks.by.origin.bn.PPP..GDP. 9.579972e-04 8.326348e-04
## Global.brand.value..top.5.000....GDP 1.744603e-04 1.445063e-03
## Industrial.designs.by.origin.bn.PPP..GDP. 1.027677e-03 4.915209e-06
## Cultural.and.creative.services.exports....total.trade 1.353847e-02 2.224403e-02
## National.feature.films.mn.pop..15.69 3.218958e-03 9.871402e-03
## Entertainment.and.media.market.th.pop..15.69 2.254304e-02 1.336117e-02
## Printing.and.other.media....manufacturing 5.692024e-03 4.137192e-03
## Creative.goods.exports....total.trade 1.087084e-03 5.921191e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 7.936554e-03 3.532653e-04
## Country.code.TLDs.th.pop..15.69 1.827224e-03 1.558683e-05
## GitHub.commits.mn.pop..15.69 1.094863e-02 1.844537e-03
## Mobile.app.creation.bn.PPP..GDP 2.622785e-02 8.175758e-05
## Dim.25 Dim.26
## Political.and.operational.stability 9.694754e-03 1.035308e-02
## Government.effectiveness 1.846092e-03 8.086283e-03
## Regulatory.quality 8.733694e-04 7.248612e-03
## Rule.of.law 1.355845e-03 9.897960e-03
## Cost.of.redudancy.dismissal 1.438481e-03 4.021598e-04
## Policies.for.doing.business 1.419706e-03 5.888873e-04
## Entrepreneurship.policies.and.culture. 4.981561e-03 1.400233e-02
## Expenditure.on.education....GDP 1.199247e-02 7.113170e-03
## Government.funding.pupil..secondary....GDP.cap 1.126149e-02 1.890019e-02
## School.life.expectancy..years 1.444777e-03 1.016765e-03
## PISA.scales.in.reading..maths.and.science 3.061596e-03 6.323305e-05
## Pupil.teacher.ratio..secondary 2.655213e-03 3.055562e-03
## Tertiary.enrolment....gross 1.232494e-06 1.237614e-03
## Graduates.in.science.and.engineering... 1.131334e-02 2.394795e-02
## Tertiary.inbound.mobility... 4.683273e-02 1.097205e-06
## Researchers..FTE.mn.pop. 1.586882e-02 1.753202e-04
## Gross.expenditure.on.R.D....GDP 4.402041e-03 8.809978e-03
## Global.corporate.R.D.investors..top.3..mn.US. 1.014160e-03 1.293652e-03
## QS.university.ranking..top.3 1.762652e-03 5.351073e-04
## ICT.access 4.465805e-03 4.101625e-05
## ICT.use 2.110183e-03 1.967762e-04
## Government.s.online.service 5.795391e-03 2.840917e-04
## E.participation 2.831256e-03 1.187980e-03
## Electricity.output..GWh.mn.pop. 5.434783e-04 1.985012e-03
## Logistics.performance 8.143253e-04 4.506226e-04
## Gross.capital.formation....GDP 3.678645e-02 7.583756e-05
## GDP.unit.of.energy.use 4.844421e-04 3.735189e-03
## Environmental.performance 2.096844e-02 3.291001e-03
## ISO.14001.environmental.certificates.bn.PPP..GDP 2.586041e-03 4.581620e-03
## Finance.for.startups.and.scaleups 7.413678e-03 1.019783e-02
## Domestic.credit.to.private.sector....GDP 2.893962e-02 2.963082e-04
## Loans.from.microfinance.institutions....GDP 1.134477e-05 1.687390e-03
## Market.capitalization....GDP 9.050821e-03 1.265948e-03
## Venture.capital.investors..deals.bn.PPP..GDP 2.576781e-05 1.468867e-04
## Venture.capital.recipients..deals.bn.PPP..GDP. 5.074261e-04 8.416460e-03
## Venture.capital.received..value....GDP. 6.248319e-03 1.415931e-02
## Applied.tariff.rate..weighted.avg.... 1.550052e-03 4.345240e-02
## Domestic.industry.diversification 1.832701e-02 7.975777e-05
## Domestic.market.scale..bn.PPP. 2.551954e-03 2.988477e-03
## Knowledge.intensive.employment... 5.947446e-03 9.510350e-03
## Firms.offering.formal.training... 1.310500e-02 3.139831e-02
## GERD.performed.by.business....GDP 1.769940e-03 4.042601e-03
## GERD.financed.by.business... 2.636258e-03 1.347199e-02
## Females.employed.w.advanced.degrees... 1.945248e-05 6.621357e-06
## University.industry.R.D.collaboration. 1.724759e-03 7.812808e-04
## State.of.cluster.development.and.depth. 7.549692e-03 1.191615e-02
## GERD.financed.by.abroad....GDP 1.718493e-02 6.110122e-03
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 2.632105e-03 1.348609e-03
## Patent.families.bn.PPP..GDP 3.787347e-05 4.139632e-03
## Intellectual.property.payments....total.trade 1.762875e-02 7.133419e-04
## High.tech.imports....total.trade 5.355958e-03 3.060328e-05
## ICT.services.imports....total.trade 9.761682e-02 1.658187e-02
## FDI.net.inflows....GDP 5.563915e-03 8.827542e-04
## Research.talent....in.businesses 5.963129e-04 4.689626e-03
## Patents.by.origin.bn.PPP..GDP 3.767196e-05 1.041966e-03
## PCT.patents.by.origin.bn.PPP..GDP 1.987965e-04 5.853883e-03
## Utility.models.by.origin.bn.PPP..GDP 9.084394e-03 5.626767e-02
## Scientific.and.technical.articles.bn.PPP..GDP 1.996578e-05 5.269330e-03
## Citable.documents.H.index 3.788680e-04 1.174761e-04
## Labor.productivity.growth... 3.525847e-04 7.521550e-04
## New.businesses.th.pop..15.64 7.291449e-03 2.424487e-02
## Software.spending....GDP 8.150362e-04 1.725558e-03
## ISO.9001.quality.certificates.bn.PPP..GDP 1.695984e-02 8.665873e-04
## High.tech.manufacturing... 1.974244e-03 2.952408e-04
## Intellectual.property.receipts....total.trade 6.130131e-03 9.781291e-04
## Production.and.export.complexity 6.639161e-03 2.005152e-03
## High.tech.exports....total.trade 4.960122e-03 2.722413e-04
## ICT.services.exports....total.trade 2.234011e-03 7.161630e-03
## Intangible.asset.intensity..top.15.... 8.099606e-04 2.138342e-02
## Trademarks.by.origin.bn.PPP..GDP. 1.131830e-04 6.894660e-03
## Global.brand.value..top.5.000....GDP 4.473071e-03 1.434187e-02
## Industrial.designs.by.origin.bn.PPP..GDP. 3.867991e-03 4.636044e-03
## Cultural.and.creative.services.exports....total.trade 2.015435e-02 1.998546e-02
## National.feature.films.mn.pop..15.69 1.775154e-02 2.407788e-03
## Entertainment.and.media.market.th.pop..15.69 3.486498e-03 2.051459e-03
## Printing.and.other.media....manufacturing 9.679095e-03 7.208808e-02
## Creative.goods.exports....total.trade 1.403269e-02 3.270727e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 3.616976e-03 2.487110e-03
## Country.code.TLDs.th.pop..15.69 2.483623e-03 9.698311e-06
## GitHub.commits.mn.pop..15.69 9.101118e-04 6.520366e-04
## Mobile.app.creation.bn.PPP..GDP 3.056947e-03 1.265393e-04
## Dim.27 Dim.28
## Political.and.operational.stability 1.590340e-02 7.075552e-03
## Government.effectiveness 2.761223e-03 3.700580e-03
## Regulatory.quality 7.649307e-03 1.529159e-06
## Rule.of.law 7.680785e-03 3.096607e-03
## Cost.of.redudancy.dismissal 7.704343e-03 9.659396e-05
## Policies.for.doing.business 1.235956e-03 6.900212e-04
## Entrepreneurship.policies.and.culture. 1.732818e-02 1.697983e-02
## Expenditure.on.education....GDP 3.244752e-02 2.805870e-04
## Government.funding.pupil..secondary....GDP.cap 8.356029e-03 1.637861e-02
## School.life.expectancy..years 7.889400e-03 2.499725e-04
## PISA.scales.in.reading..maths.and.science 3.761308e-03 3.020290e-04
## Pupil.teacher.ratio..secondary 6.123658e-03 1.706565e-02
## Tertiary.enrolment....gross 6.852844e-04 3.062804e-04
## Graduates.in.science.and.engineering... 3.388907e-04 1.276188e-04
## Tertiary.inbound.mobility... 1.407404e-03 1.597309e-02
## Researchers..FTE.mn.pop. 3.141678e-04 5.088926e-04
## Gross.expenditure.on.R.D....GDP 1.951727e-03 1.377387e-06
## Global.corporate.R.D.investors..top.3..mn.US. 1.574434e-03 6.264327e-05
## QS.university.ranking..top.3 2.508121e-03 1.355555e-03
## ICT.access 6.050761e-03 3.713456e-02
## ICT.use 3.454730e-03 1.776387e-02
## Government.s.online.service 2.451872e-03 5.738054e-03
## E.participation 2.009274e-03 1.835188e-03
## Electricity.output..GWh.mn.pop. 4.061796e-04 2.371356e-03
## Logistics.performance 3.631760e-03 3.427718e-04
## Gross.capital.formation....GDP 3.316132e-03 8.600389e-03
## GDP.unit.of.energy.use 1.453702e-03 6.141972e-04
## Environmental.performance 1.304991e-03 8.227159e-04
## ISO.14001.environmental.certificates.bn.PPP..GDP 7.644475e-03 4.012865e-04
## Finance.for.startups.and.scaleups 6.907934e-03 1.967395e-02
## Domestic.credit.to.private.sector....GDP 8.240983e-03 7.706994e-04
## Loans.from.microfinance.institutions....GDP 3.934303e-04 3.066316e-03
## Market.capitalization....GDP 1.036149e-02 2.680983e-03
## Venture.capital.investors..deals.bn.PPP..GDP 3.827517e-03 6.397943e-04
## Venture.capital.recipients..deals.bn.PPP..GDP. 2.061523e-02 3.023786e-03
## Venture.capital.received..value....GDP. 7.236922e-03 6.743135e-03
## Applied.tariff.rate..weighted.avg.... 4.737975e-04 7.761338e-02
## Domestic.industry.diversification 9.934008e-03 4.740143e-04
## Domestic.market.scale..bn.PPP. 8.613818e-03 2.301682e-04
## Knowledge.intensive.employment... 1.916782e-03 5.714273e-05
## Firms.offering.formal.training... 2.016995e-02 2.721508e-03
## GERD.performed.by.business....GDP 2.601046e-03 4.311254e-05
## GERD.financed.by.business... 2.406925e-02 1.773902e-04
## Females.employed.w.advanced.degrees... 1.118550e-02 6.349023e-04
## University.industry.R.D.collaboration. 3.815475e-03 4.655085e-05
## State.of.cluster.development.and.depth. 4.673445e-03 4.128798e-07
## GERD.financed.by.abroad....GDP 2.866414e-03 2.067484e-05
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 5.030340e-03 3.067519e-04
## Patent.families.bn.PPP..GDP 2.668436e-05 6.062204e-04
## Intellectual.property.payments....total.trade 2.600297e-03 1.959514e-02
## High.tech.imports....total.trade 1.049165e-02 6.163101e-03
## ICT.services.imports....total.trade 2.545122e-02 8.384997e-03
## FDI.net.inflows....GDP 1.169754e-02 2.905080e-03
## Research.talent....in.businesses 2.319535e-03 1.539743e-04
## Patents.by.origin.bn.PPP..GDP 2.583240e-03 6.789702e-04
## PCT.patents.by.origin.bn.PPP..GDP 8.611854e-04 1.146840e-06
## Utility.models.by.origin.bn.PPP..GDP 4.272767e-03 1.929877e-03
## Scientific.and.technical.articles.bn.PPP..GDP 4.878734e-05 3.981041e-03
## Citable.documents.H.index 1.027646e-03 3.505633e-03
## Labor.productivity.growth... 4.343957e-03 2.820069e-02
## New.businesses.th.pop..15.64 1.634140e-07 4.347901e-04
## Software.spending....GDP 9.177256e-04 3.416713e-03
## ISO.9001.quality.certificates.bn.PPP..GDP 8.536529e-04 1.508521e-03
## High.tech.manufacturing... 7.712922e-03 3.795376e-03
## Intellectual.property.receipts....total.trade 5.798349e-03 4.181491e-03
## Production.and.export.complexity 5.148196e-03 1.521070e-03
## High.tech.exports....total.trade 1.536425e-03 3.003050e-03
## ICT.services.exports....total.trade 1.950745e-02 6.170659e-03
## Intangible.asset.intensity..top.15.... 6.045722e-03 2.679361e-03
## Trademarks.by.origin.bn.PPP..GDP. 2.048831e-02 7.262161e-03
## Global.brand.value..top.5.000....GDP 1.427499e-03 1.236254e-03
## Industrial.designs.by.origin.bn.PPP..GDP. 3.816027e-03 2.680787e-02
## Cultural.and.creative.services.exports....total.trade 8.240935e-03 2.054994e-05
## National.feature.films.mn.pop..15.69 4.144763e-03 1.757078e-03
## Entertainment.and.media.market.th.pop..15.69 4.929861e-05 1.695350e-05
## Printing.and.other.media....manufacturing 1.834609e-02 5.698389e-03
## Creative.goods.exports....total.trade 4.586784e-03 6.169470e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 6.956022e-03 8.193885e-03
## Country.code.TLDs.th.pop..15.69 2.629007e-03 1.218572e-02
## GitHub.commits.mn.pop..15.69 2.146183e-04 3.011758e-02
## Mobile.app.creation.bn.PPP..GDP 2.493341e-02 1.565110e-02
## Dim.29 Dim.30
## Political.and.operational.stability 7.816793e-03 3.844436e-03
## Government.effectiveness 1.137906e-02 1.790966e-03
## Regulatory.quality 1.080230e-02 3.918734e-03
## Rule.of.law 1.109203e-02 3.818984e-03
## Cost.of.redudancy.dismissal 8.368033e-04 8.101812e-03
## Policies.for.doing.business 4.532974e-03 2.014386e-03
## Entrepreneurship.policies.and.culture. 4.749047e-03 7.366229e-03
## Expenditure.on.education....GDP 1.460328e-03 3.169132e-03
## Government.funding.pupil..secondary....GDP.cap 2.317519e-03 7.882158e-04
## School.life.expectancy..years 6.487782e-03 5.485953e-04
## PISA.scales.in.reading..maths.and.science 1.088466e-02 4.488068e-04
## Pupil.teacher.ratio..secondary 2.503824e-03 4.676378e-06
## Tertiary.enrolment....gross 7.055681e-03 4.130116e-04
## Graduates.in.science.and.engineering... 1.791744e-03 3.364398e-03
## Tertiary.inbound.mobility... 4.515728e-03 8.752263e-03
## Researchers..FTE.mn.pop. 1.051921e-02 6.827665e-04
## Gross.expenditure.on.R.D....GDP 9.945830e-03 1.130149e-04
## Global.corporate.R.D.investors..top.3..mn.US. 9.246801e-03 1.880960e-03
## QS.university.ranking..top.3 8.804151e-03 9.687534e-03
## ICT.access 7.234220e-03 6.580393e-04
## ICT.use 9.789092e-03 2.108685e-04
## Government.s.online.service 7.529560e-03 3.062693e-03
## E.participation 7.074513e-03 3.786660e-03
## Electricity.output..GWh.mn.pop. 5.493333e-03 2.045780e-04
## Logistics.performance 1.131935e-02 1.703786e-03
## Gross.capital.formation....GDP 1.148809e-05 1.430073e-03
## GDP.unit.of.energy.use 1.181353e-03 1.319537e-03
## Environmental.performance 7.415915e-03 7.440543e-03
## ISO.14001.environmental.certificates.bn.PPP..GDP 2.101344e-03 2.830545e-04
## Finance.for.startups.and.scaleups 5.241148e-03 1.172295e-02
## Domestic.credit.to.private.sector....GDP 6.716580e-03 1.783465e-03
## Loans.from.microfinance.institutions....GDP 1.442128e-03 1.513576e-03
## Market.capitalization....GDP 3.194986e-03 4.373666e-03
## Venture.capital.investors..deals.bn.PPP..GDP 6.165821e-03 1.721243e-02
## Venture.capital.recipients..deals.bn.PPP..GDP. 6.155494e-03 6.628053e-03
## Venture.capital.received..value....GDP. 4.435174e-03 1.492646e-03
## Applied.tariff.rate..weighted.avg.... 4.983798e-03 4.803799e-05
## Domestic.industry.diversification 4.436034e-03 1.249171e-02
## Domestic.market.scale..bn.PPP. 2.530336e-03 3.421499e-02
## Knowledge.intensive.employment... 9.061046e-03 3.663285e-03
## Firms.offering.formal.training... 6.253270e-06 5.032630e-04
## GERD.performed.by.business....GDP 8.898023e-03 5.645737e-04
## GERD.financed.by.business... 9.054943e-03 5.501484e-03
## Females.employed.w.advanced.degrees... 8.353133e-03 2.437464e-03
## University.industry.R.D.collaboration. 7.476452e-03 2.323713e-04
## State.of.cluster.development.and.depth. 5.929746e-03 3.257449e-03
## GERD.financed.by.abroad....GDP 4.774847e-03 5.515274e-03
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 6.537555e-03 1.744706e-02
## Patent.families.bn.PPP..GDP 9.972699e-03 1.793967e-03
## Intellectual.property.payments....total.trade 5.182691e-03 3.822927e-04
## High.tech.imports....total.trade 1.127450e-03 2.562730e-02
## ICT.services.imports....total.trade 4.091947e-03 1.611779e-02
## FDI.net.inflows....GDP 3.336407e-06 5.403221e-03
## Research.talent....in.businesses 9.600540e-03 4.747267e-03
## Patents.by.origin.bn.PPP..GDP 7.335129e-03 1.159490e-03
## PCT.patents.by.origin.bn.PPP..GDP 9.623984e-03 2.724038e-03
## Utility.models.by.origin.bn.PPP..GDP 2.827773e-04 1.901713e-02
## Scientific.and.technical.articles.bn.PPP..GDP 7.109367e-03 6.305521e-03
## Citable.documents.H.index 8.638958e-03 5.210501e-03
## Labor.productivity.growth... 8.083919e-04 5.288609e-03
## New.businesses.th.pop..15.64 3.325865e-03 1.886716e-02
## Software.spending....GDP 7.619562e-03 1.989837e-03
## ISO.9001.quality.certificates.bn.PPP..GDP 1.857026e-03 6.607311e-05
## High.tech.manufacturing... 8.237122e-03 1.415939e-02
## Intellectual.property.receipts....total.trade 8.636825e-03 3.852746e-03
## Production.and.export.complexity 7.336738e-03 1.489341e-02
## High.tech.exports....total.trade 6.907010e-03 1.739060e-02
## ICT.services.exports....total.trade 1.335036e-03 2.505665e-03
## Intangible.asset.intensity..top.15.... 7.163712e-03 5.191725e-03
## Trademarks.by.origin.bn.PPP..GDP. 1.781817e-03 1.504202e-03
## Global.brand.value..top.5.000....GDP 7.418313e-03 3.561723e-03
## Industrial.designs.by.origin.bn.PPP..GDP. 2.345915e-03 4.756315e-03
## Cultural.and.creative.services.exports....total.trade 4.220330e-03 8.557079e-03
## National.feature.films.mn.pop..15.69 7.062558e-03 2.583193e-03
## Entertainment.and.media.market.th.pop..15.69 8.873775e-03 1.649134e-06
## Printing.and.other.media....manufacturing 9.395065e-04 2.070343e-03
## Creative.goods.exports....total.trade 1.923246e-03 2.509539e-02
## Generic.top.level.domains..TLDs..th.pop..15.69 7.970058e-03 1.093659e-02
## Country.code.TLDs.th.pop..15.69 6.730078e-03 8.763559e-03
## GitHub.commits.mn.pop..15.69 8.647918e-03 1.040905e-02
## Mobile.app.creation.bn.PPP..GDP 4.025558e-03 1.408976e-03
## Dim.31 Dim.32
## Political.and.operational.stability 2.003172e-03 7.280032e-03
## Government.effectiveness 5.818412e-06 5.663544e-03
## Regulatory.quality 7.138682e-04 6.233221e-03
## Rule.of.law 7.377943e-06 3.047293e-03
## Cost.of.redudancy.dismissal 3.889690e-04 1.287599e-03
## Policies.for.doing.business 8.964324e-03 2.149548e-02
## Entrepreneurship.policies.and.culture. 4.524402e-04 3.115499e-03
## Expenditure.on.education....GDP 1.736801e-04 1.834651e-03
## Government.funding.pupil..secondary....GDP.cap 3.111933e-03 4.462823e-04
## School.life.expectancy..years 6.336341e-03 3.745640e-04
## PISA.scales.in.reading..maths.and.science 3.188663e-03 1.339088e-04
## Pupil.teacher.ratio..secondary 1.044728e-02 6.246726e-03
## Tertiary.enrolment....gross 1.179539e-02 1.139254e-04
## Graduates.in.science.and.engineering... 5.073707e-03 1.447912e-04
## Tertiary.inbound.mobility... 4.021798e-04 6.850432e-03
## Researchers..FTE.mn.pop. 1.269955e-04 5.396888e-03
## Gross.expenditure.on.R.D....GDP 2.881775e-03 1.304575e-02
## Global.corporate.R.D.investors..top.3..mn.US. 1.059910e-02 8.269738e-03
## QS.university.ranking..top.3 9.866418e-03 1.060166e-05
## ICT.access 1.045482e-02 1.234406e-02
## ICT.use 6.724070e-03 4.731784e-03
## Government.s.online.service 5.830576e-03 6.495922e-04
## E.participation 6.989398e-03 3.186358e-04
## Electricity.output..GWh.mn.pop. 1.251957e-03 3.487043e-03
## Logistics.performance 4.771094e-04 3.237294e-04
## Gross.capital.formation....GDP 1.221236e-03 1.881954e-04
## GDP.unit.of.energy.use 4.281948e-05 5.383138e-03
## Environmental.performance 6.421893e-03 5.605250e-03
## ISO.14001.environmental.certificates.bn.PPP..GDP 3.964590e-02 1.518110e-03
## Finance.for.startups.and.scaleups 6.038232e-04 1.151724e-04
## Domestic.credit.to.private.sector....GDP 3.087724e-03 8.641091e-03
## Loans.from.microfinance.institutions....GDP 1.851299e-06 1.241381e-04
## Market.capitalization....GDP 1.353129e-02 1.943639e-02
## Venture.capital.investors..deals.bn.PPP..GDP 3.807062e-03 3.840501e-03
## Venture.capital.recipients..deals.bn.PPP..GDP. 4.952482e-03 1.020270e-04
## Venture.capital.received..value....GDP. 4.622758e-03 5.761955e-03
## Applied.tariff.rate..weighted.avg.... 1.274558e-02 7.575636e-03
## Domestic.industry.diversification 8.238752e-03 3.554785e-04
## Domestic.market.scale..bn.PPP. 8.177344e-03 8.453155e-04
## Knowledge.intensive.employment... 3.969372e-03 1.777572e-04
## Firms.offering.formal.training... 6.253970e-03 1.722176e-02
## GERD.performed.by.business....GDP 3.605225e-03 1.703064e-02
## GERD.financed.by.business... 1.165670e-03 3.210095e-04
## Females.employed.w.advanced.degrees... 9.494299e-03 1.180432e-03
## University.industry.R.D.collaboration. 5.504768e-03 5.939785e-03
## State.of.cluster.development.and.depth. 6.473774e-03 1.232722e-02
## GERD.financed.by.abroad....GDP 4.277533e-03 1.813483e-02
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 4.250980e-03 7.286994e-03
## Patent.families.bn.PPP..GDP 8.731543e-03 7.803575e-03
## Intellectual.property.payments....total.trade 1.525555e-03 8.825699e-07
## High.tech.imports....total.trade 3.304356e-04 7.121285e-03
## ICT.services.imports....total.trade 2.856653e-04 1.959717e-03
## FDI.net.inflows....GDP 8.369596e-03 1.643660e-02
## Research.talent....in.businesses 2.831777e-05 3.496029e-03
## Patents.by.origin.bn.PPP..GDP 6.019565e-03 2.184199e-02
## PCT.patents.by.origin.bn.PPP..GDP 7.364104e-03 7.987693e-03
## Utility.models.by.origin.bn.PPP..GDP 6.923045e-03 4.105779e-03
## Scientific.and.technical.articles.bn.PPP..GDP 1.611810e-03 7.856986e-03
## Citable.documents.H.index 8.262938e-03 5.106155e-03
## Labor.productivity.growth... 4.275067e-03 5.184981e-03
## New.businesses.th.pop..15.64 8.781811e-04 1.315847e-02
## Software.spending....GDP 1.563792e-03 3.357304e-04
## ISO.9001.quality.certificates.bn.PPP..GDP 4.393343e-02 3.231799e-03
## High.tech.manufacturing... 2.976606e-04 8.614391e-04
## Intellectual.property.receipts....total.trade 5.878737e-03 3.367718e-03
## Production.and.export.complexity 3.781796e-03 3.017955e-03
## High.tech.exports....total.trade 2.632391e-03 1.450106e-05
## ICT.services.exports....total.trade 5.957380e-03 1.831129e-03
## Intangible.asset.intensity..top.15.... 8.881171e-04 7.293380e-04
## Trademarks.by.origin.bn.PPP..GDP. 2.918754e-03 3.806681e-05
## Global.brand.value..top.5.000....GDP 1.824339e-02 2.576020e-03
## Industrial.designs.by.origin.bn.PPP..GDP. 3.011180e-04 9.041119e-03
## Cultural.and.creative.services.exports....total.trade 6.787687e-04 1.635265e-04
## National.feature.films.mn.pop..15.69 3.505908e-03 4.323792e-03
## Entertainment.and.media.market.th.pop..15.69 1.049918e-02 4.070604e-03
## Printing.and.other.media....manufacturing 9.466346e-03 2.945170e-03
## Creative.goods.exports....total.trade 1.371324e-03 5.710616e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 5.564260e-03 1.290221e-04
## Country.code.TLDs.th.pop..15.69 1.497641e-04 7.241153e-03
## GitHub.commits.mn.pop..15.69 1.908680e-03 1.531671e-04
## Mobile.app.creation.bn.PPP..GDP 4.871654e-03 3.356807e-03
## Dim.33 Dim.34
## Political.and.operational.stability 1.750585e-04 1.059737e-03
## Government.effectiveness 6.788845e-04 4.164864e-04
## Regulatory.quality 4.832771e-04 2.371001e-04
## Rule.of.law 2.265962e-03 5.313548e-04
## Cost.of.redudancy.dismissal 2.442466e-04 5.364910e-04
## Policies.for.doing.business 3.178448e-03 5.599114e-04
## Entrepreneurship.policies.and.culture. 2.776792e-03 5.817645e-05
## Expenditure.on.education....GDP 1.391045e-02 5.038799e-03
## Government.funding.pupil..secondary....GDP.cap 2.511782e-03 3.640286e-05
## School.life.expectancy..years 1.089408e-02 5.959213e-03
## PISA.scales.in.reading..maths.and.science 2.148474e-03 3.383674e-04
## Pupil.teacher.ratio..secondary 2.041253e-03 1.796780e-05
## Tertiary.enrolment....gross 4.230879e-03 8.556106e-03
## Graduates.in.science.and.engineering... 6.485079e-03 7.202260e-04
## Tertiary.inbound.mobility... 2.956886e-05 1.492150e-05
## Researchers..FTE.mn.pop. 8.597538e-06 1.691196e-03
## Gross.expenditure.on.R.D....GDP 1.682225e-04 4.079327e-03
## Global.corporate.R.D.investors..top.3..mn.US. 7.133619e-06 1.021775e-03
## QS.university.ranking..top.3 9.273076e-06 8.319530e-05
## ICT.access 6.171768e-03 4.412351e-03
## ICT.use 5.062564e-03 2.909595e-03
## Government.s.online.service 5.451195e-03 4.216920e-03
## E.participation 5.942343e-03 4.618183e-03
## Electricity.output..GWh.mn.pop. 2.736687e-02 3.510811e-03
## Logistics.performance 4.431907e-04 3.844340e-04
## Gross.capital.formation....GDP 2.843191e-03 3.384391e-03
## GDP.unit.of.energy.use 1.484645e-02 4.631100e-03
## Environmental.performance 3.788411e-03 2.906860e-04
## ISO.14001.environmental.certificates.bn.PPP..GDP 2.508430e-03 4.422059e-03
## Finance.for.startups.and.scaleups 4.579579e-03 4.417072e-04
## Domestic.credit.to.private.sector....GDP 5.676120e-04 1.941718e-03
## Loans.from.microfinance.institutions....GDP 3.361674e-03 6.363184e-04
## Market.capitalization....GDP 3.441892e-06 8.019181e-04
## Venture.capital.investors..deals.bn.PPP..GDP 1.001503e-02 2.622498e-05
## Venture.capital.recipients..deals.bn.PPP..GDP. 4.342201e-03 4.404399e-03
## Venture.capital.received..value....GDP. 8.174112e-03 9.734818e-04
## Applied.tariff.rate..weighted.avg.... 9.244901e-05 2.515278e-04
## Domestic.industry.diversification 3.496540e-04 2.421056e-04
## Domestic.market.scale..bn.PPP. 8.948764e-06 9.403744e-03
## Knowledge.intensive.employment... 2.684869e-06 1.464082e-05
## Firms.offering.formal.training... 2.103789e-02 2.000418e-03
## GERD.performed.by.business....GDP 2.564077e-04 3.525520e-03
## GERD.financed.by.business... 3.648551e-03 4.869484e-04
## Females.employed.w.advanced.degrees... 2.675331e-05 4.156892e-04
## University.industry.R.D.collaboration. 4.290509e-04 3.891719e-03
## State.of.cluster.development.and.depth. 1.858999e-03 1.369815e-04
## GERD.financed.by.abroad....GDP 6.812624e-04 2.077307e-02
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 1.294831e-03 5.373142e-04
## Patent.families.bn.PPP..GDP 1.613447e-03 2.580816e-04
## Intellectual.property.payments....total.trade 6.885620e-03 5.862671e-03
## High.tech.imports....total.trade 2.171418e-02 1.217111e-02
## ICT.services.imports....total.trade 1.029290e-03 2.028332e-04
## FDI.net.inflows....GDP 4.012921e-02 3.623090e-03
## Research.talent....in.businesses 2.996970e-03 5.030852e-04
## Patents.by.origin.bn.PPP..GDP 3.579767e-04 4.262120e-03
## PCT.patents.by.origin.bn.PPP..GDP 1.602384e-03 6.644574e-04
## Utility.models.by.origin.bn.PPP..GDP 4.924395e-03 4.122028e-03
## Scientific.and.technical.articles.bn.PPP..GDP 4.890776e-03 1.974881e-05
## Citable.documents.H.index 8.616566e-05 1.575079e-03
## Labor.productivity.growth... 4.440416e-03 1.147749e-03
## New.businesses.th.pop..15.64 2.563532e-03 1.221732e-02
## Software.spending....GDP 6.361561e-03 4.730625e-03
## ISO.9001.quality.certificates.bn.PPP..GDP 7.605349e-04 7.192555e-03
## High.tech.manufacturing... 6.560567e-04 2.581185e-03
## Intellectual.property.receipts....total.trade 3.192735e-03 3.468081e-05
## Production.and.export.complexity 1.048073e-04 4.646621e-03
## High.tech.exports....total.trade 5.077107e-03 1.302644e-02
## ICT.services.exports....total.trade 1.924444e-05 1.496319e-03
## Intangible.asset.intensity..top.15.... 2.191541e-03 1.313239e-03
## Trademarks.by.origin.bn.PPP..GDP. 7.751883e-03 6.411774e-02
## Global.brand.value..top.5.000....GDP 1.440583e-03 5.546136e-05
## Industrial.designs.by.origin.bn.PPP..GDP. 8.690766e-03 5.368219e-02
## Cultural.and.creative.services.exports....total.trade 1.668385e-02 5.315142e-04
## National.feature.films.mn.pop..15.69 1.591043e-03 1.231007e-03
## Entertainment.and.media.market.th.pop..15.69 2.220958e-04 8.097289e-05
## Printing.and.other.media....manufacturing 1.107988e-03 6.318878e-03
## Creative.goods.exports....total.trade 1.593484e-02 1.853420e-02
## Generic.top.level.domains..TLDs..th.pop..15.69 1.853892e-04 3.387284e-03
## Country.code.TLDs.th.pop..15.69 1.500140e-03 2.008017e-04
## GitHub.commits.mn.pop..15.69 2.308903e-03 4.997904e-03
## Mobile.app.creation.bn.PPP..GDP 1.739764e-02 5.664919e-03
## Dim.35 Dim.36
## Political.and.operational.stability 9.389886e-03 4.293009e-03
## Government.effectiveness 2.380513e-03 4.985147e-04
## Regulatory.quality 1.592185e-03 1.927236e-03
## Rule.of.law 1.945031e-03 7.035449e-04
## Cost.of.redudancy.dismissal 6.715468e-03 1.921032e-03
## Policies.for.doing.business 6.987578e-04 2.072069e-03
## Entrepreneurship.policies.and.culture. 1.897413e-02 1.500346e-04
## Expenditure.on.education....GDP 4.103721e-03 3.116675e-02
## Government.funding.pupil..secondary....GDP.cap 1.381814e-03 9.709335e-03
## School.life.expectancy..years 2.272867e-05 1.697451e-04
## PISA.scales.in.reading..maths.and.science 1.860690e-03 4.576265e-05
## Pupil.teacher.ratio..secondary 3.629083e-03 1.213110e-04
## Tertiary.enrolment....gross 1.055008e-04 2.755795e-03
## Graduates.in.science.and.engineering... 3.445031e-03 4.666206e-03
## Tertiary.inbound.mobility... 1.343663e-03 1.638621e-03
## Researchers..FTE.mn.pop. 6.819138e-03 3.171585e-04
## Gross.expenditure.on.R.D....GDP 1.228503e-03 4.433010e-04
## Global.corporate.R.D.investors..top.3..mn.US. 5.901325e-04 1.092099e-04
## QS.university.ranking..top.3 4.788797e-07 3.536796e-04
## ICT.access 1.890258e-04 2.673208e-06
## ICT.use 8.175671e-04 1.316933e-04
## Government.s.online.service 6.272974e-03 1.319241e-04
## E.participation 7.101120e-03 2.300879e-08
## Electricity.output..GWh.mn.pop. 9.257712e-04 4.182944e-03
## Logistics.performance 3.774202e-04 1.945681e-03
## Gross.capital.formation....GDP 1.601654e-02 2.633828e-02
## GDP.unit.of.energy.use 7.065117e-03 4.160723e-02
## Environmental.performance 1.057708e-04 3.277691e-03
## ISO.14001.environmental.certificates.bn.PPP..GDP 5.944692e-05 1.121978e-03
## Finance.for.startups.and.scaleups 1.993300e-02 5.499689e-04
## Domestic.credit.to.private.sector....GDP 1.223713e-02 2.377054e-06
## Loans.from.microfinance.institutions....GDP 1.083896e-03 1.041448e-02
## Market.capitalization....GDP 1.185218e-04 2.874408e-03
## Venture.capital.investors..deals.bn.PPP..GDP 4.366261e-03 2.861971e-03
## Venture.capital.recipients..deals.bn.PPP..GDP. 9.431848e-03 1.779339e-02
## Venture.capital.received..value....GDP. 1.268619e-02 2.481120e-02
## Applied.tariff.rate..weighted.avg.... 1.753157e-03 1.810077e-03
## Domestic.industry.diversification 8.174484e-03 1.774730e-03
## Domestic.market.scale..bn.PPP. 5.251339e-03 2.169446e-03
## Knowledge.intensive.employment... 7.277359e-05 2.053192e-04
## Firms.offering.formal.training... 2.951415e-03 6.511967e-03
## GERD.performed.by.business....GDP 1.463568e-03 1.056246e-04
## GERD.financed.by.business... 1.017867e-03 1.153467e-03
## Females.employed.w.advanced.degrees... 2.815375e-04 4.003566e-07
## University.industry.R.D.collaboration. 8.178392e-07 1.633008e-03
## State.of.cluster.development.and.depth. 2.838560e-05 3.724914e-03
## GERD.financed.by.abroad....GDP 3.616549e-06 2.400407e-03
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 4.308505e-04 5.908808e-03
## Patent.families.bn.PPP..GDP 9.334852e-05 5.808363e-04
## Intellectual.property.payments....total.trade 5.672747e-03 1.465472e-02
## High.tech.imports....total.trade 8.086473e-03 1.197846e-03
## ICT.services.imports....total.trade 9.656518e-04 2.939450e-04
## FDI.net.inflows....GDP 1.377558e-03 1.689186e-03
## Research.talent....in.businesses 9.926522e-04 1.029446e-03
## Patents.by.origin.bn.PPP..GDP 6.589252e-04 2.880477e-06
## PCT.patents.by.origin.bn.PPP..GDP 5.667594e-06 2.679444e-04
## Utility.models.by.origin.bn.PPP..GDP 1.568172e-02 2.365001e-03
## Scientific.and.technical.articles.bn.PPP..GDP 1.130999e-04 1.536206e-03
## Citable.documents.H.index 9.056062e-04 5.306578e-08
## Labor.productivity.growth... 3.482390e-03 1.325227e-02
## New.businesses.th.pop..15.64 4.609364e-03 1.216133e-04
## Software.spending....GDP 1.837191e-03 1.367606e-03
## ISO.9001.quality.certificates.bn.PPP..GDP 5.218431e-04 9.187532e-05
## High.tech.manufacturing... 1.499822e-04 1.016897e-05
## Intellectual.property.receipts....total.trade 7.746719e-04 6.301237e-04
## Production.and.export.complexity 7.673903e-04 1.834296e-04
## High.tech.exports....total.trade 3.290604e-06 1.402681e-03
## ICT.services.exports....total.trade 3.041133e-02 6.016250e-03
## Intangible.asset.intensity..top.15.... 1.451013e-02 4.639753e-05
## Trademarks.by.origin.bn.PPP..GDP. 4.255090e-03 2.440497e-03
## Global.brand.value..top.5.000....GDP 5.208317e-04 5.104446e-06
## Industrial.designs.by.origin.bn.PPP..GDP. 2.890875e-03 1.860223e-03
## Cultural.and.creative.services.exports....total.trade 1.774803e-02 5.460385e-04
## National.feature.films.mn.pop..15.69 2.045456e-03 6.449553e-04
## Entertainment.and.media.market.th.pop..15.69 1.267601e-03 1.095873e-03
## Printing.and.other.media....manufacturing 1.161254e-02 6.553607e-03
## Creative.goods.exports....total.trade 9.900586e-03 1.609935e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 1.261894e-04 1.908047e-03
## Country.code.TLDs.th.pop..15.69 4.619602e-03 2.820456e-03
## GitHub.commits.mn.pop..15.69 1.011094e-06 6.227892e-04
## Mobile.app.creation.bn.PPP..GDP 2.581659e-03 2.147686e-02
## Dim.37 Dim.38
## Political.and.operational.stability 5.955030e-03 2.926159e-05
## Government.effectiveness 1.736719e-03 3.468283e-04
## Regulatory.quality 5.773368e-04 2.672454e-04
## Rule.of.law 1.211884e-03 5.322926e-07
## Cost.of.redudancy.dismissal 1.375932e-02 2.855798e-02
## Policies.for.doing.business 3.279678e-02 1.540585e-07
## Entrepreneurship.policies.and.culture. 2.232084e-03 3.256864e-04
## Expenditure.on.education....GDP 5.055561e-04 2.229481e-02
## Government.funding.pupil..secondary....GDP.cap 9.116644e-03 4.372190e-03
## School.life.expectancy..years 2.536488e-03 3.571545e-03
## PISA.scales.in.reading..maths.and.science 6.997115e-04 2.913274e-04
## Pupil.teacher.ratio..secondary 2.777600e-03 3.153528e-03
## Tertiary.enrolment....gross 3.093411e-03 1.774117e-03
## Graduates.in.science.and.engineering... 3.700074e-03 1.648667e-03
## Tertiary.inbound.mobility... 2.889297e-03 3.329446e-03
## Researchers..FTE.mn.pop. 1.131376e-04 1.464917e-04
## Gross.expenditure.on.R.D....GDP 1.521329e-03 4.038756e-05
## Global.corporate.R.D.investors..top.3..mn.US. 5.347659e-05 9.914183e-04
## QS.university.ranking..top.3 4.779006e-03 2.548987e-05
## ICT.access 1.773463e-07 1.017188e-03
## ICT.use 1.367609e-05 1.089581e-04
## Government.s.online.service 3.164599e-03 1.675840e-03
## E.participation 2.486583e-03 1.639887e-03
## Electricity.output..GWh.mn.pop. 3.656365e-04 2.151460e-07
## Logistics.performance 6.478861e-05 1.781893e-04
## Gross.capital.formation....GDP 3.112578e-02 7.013662e-03
## GDP.unit.of.energy.use 1.115237e-03 2.615873e-03
## Environmental.performance 1.145214e-04 7.856802e-04
## ISO.14001.environmental.certificates.bn.PPP..GDP 1.649379e-04 3.057679e-02
## Finance.for.startups.and.scaleups 2.036910e-06 3.116173e-03
## Domestic.credit.to.private.sector....GDP 8.967239e-05 3.479905e-04
## Loans.from.microfinance.institutions....GDP 1.406612e-02 4.710569e-03
## Market.capitalization....GDP 1.763705e-02 3.683643e-03
## Venture.capital.investors..deals.bn.PPP..GDP 5.371007e-04 8.387587e-04
## Venture.capital.recipients..deals.bn.PPP..GDP. 5.828735e-05 1.828485e-03
## Venture.capital.received..value....GDP. 3.141520e-04 3.496529e-03
## Applied.tariff.rate..weighted.avg.... 6.681554e-05 5.642080e-03
## Domestic.industry.diversification 1.113011e-06 3.597502e-03
## Domestic.market.scale..bn.PPP. 7.587372e-04 5.158215e-03
## Knowledge.intensive.employment... 7.153046e-03 1.094472e-03
## Firms.offering.formal.training... 1.719433e-02 1.010917e-02
## GERD.performed.by.business....GDP 3.966583e-03 7.379022e-06
## GERD.financed.by.business... 6.342475e-05 4.915250e-04
## Females.employed.w.advanced.degrees... 3.956414e-03 2.651606e-03
## University.industry.R.D.collaboration. 2.018371e-02 1.625640e-06
## State.of.cluster.development.and.depth. 2.159864e-02 2.626700e-04
## GERD.financed.by.abroad....GDP 3.045158e-03 1.030766e-04
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 1.149232e-03 1.791310e-05
## Patent.families.bn.PPP..GDP 7.273156e-04 3.152477e-05
## Intellectual.property.payments....total.trade 2.063736e-03 8.871990e-03
## High.tech.imports....total.trade 1.430323e-03 7.618981e-03
## ICT.services.imports....total.trade 5.069746e-03 2.060396e-04
## FDI.net.inflows....GDP 5.818210e-04 3.374071e-03
## Research.talent....in.businesses 1.753072e-05 1.425030e-07
## Patents.by.origin.bn.PPP..GDP 9.404590e-04 6.672988e-04
## PCT.patents.by.origin.bn.PPP..GDP 9.910117e-04 3.241349e-06
## Utility.models.by.origin.bn.PPP..GDP 1.591442e-03 6.368119e-03
## Scientific.and.technical.articles.bn.PPP..GDP 5.364045e-05 8.802323e-03
## Citable.documents.H.index 2.360894e-03 4.241723e-03
## Labor.productivity.growth... 2.001792e-02 4.129667e-04
## New.businesses.th.pop..15.64 4.960581e-04 2.072034e-04
## Software.spending....GDP 2.241206e-03 1.365849e-04
## ISO.9001.quality.certificates.bn.PPP..GDP 3.273437e-03 1.182274e-02
## High.tech.manufacturing... 1.175126e-03 1.102265e-04
## Intellectual.property.receipts....total.trade 1.093340e-04 2.144440e-04
## Production.and.export.complexity 4.478237e-05 2.589387e-04
## High.tech.exports....total.trade 1.754141e-05 1.165838e-03
## ICT.services.exports....total.trade 7.839965e-05 2.500592e-02
## Intangible.asset.intensity..top.15.... 1.182541e-06 6.424026e-04
## Trademarks.by.origin.bn.PPP..GDP. 7.119422e-04 2.302593e-03
## Global.brand.value..top.5.000....GDP 3.665148e-03 3.334614e-04
## Industrial.designs.by.origin.bn.PPP..GDP. 3.907793e-04 3.531222e-03
## Cultural.and.creative.services.exports....total.trade 2.004784e-04 9.147713e-06
## National.feature.films.mn.pop..15.69 2.543498e-04 1.377171e-05
## Entertainment.and.media.market.th.pop..15.69 2.799247e-03 7.202689e-06
## Printing.and.other.media....manufacturing 3.232031e-03 3.960433e-02
## Creative.goods.exports....total.trade 6.524567e-04 1.585523e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 2.186381e-03 3.056079e-05
## Country.code.TLDs.th.pop..15.69 8.311015e-04 1.364283e-03
## GitHub.commits.mn.pop..15.69 8.703407e-04 3.773682e-03
## Mobile.app.creation.bn.PPP..GDP 3.703024e-03 4.774796e-03
## Dim.39 Dim.40
## Political.and.operational.stability 1.362716e-04 2.127446e-03
## Government.effectiveness 1.001504e-03 3.131303e-04
## Regulatory.quality 1.109970e-03 1.899665e-04
## Rule.of.law 2.633883e-05 2.538708e-05
## Cost.of.redudancy.dismissal 2.088415e-02 6.393818e-03
## Policies.for.doing.business 2.766628e-03 1.095230e-05
## Entrepreneurship.policies.and.culture. 2.877215e-03 1.788129e-02
## Expenditure.on.education....GDP 9.734869e-05 4.924942e-04
## Government.funding.pupil..secondary....GDP.cap 5.660907e-02 5.724086e-03
## School.life.expectancy..years 1.916846e-03 1.462304e-02
## PISA.scales.in.reading..maths.and.science 1.487035e-03 8.348507e-05
## Pupil.teacher.ratio..secondary 2.325888e-02 9.927234e-04
## Tertiary.enrolment....gross 3.922190e-03 1.027867e-02
## Graduates.in.science.and.engineering... 3.183414e-04 9.704351e-04
## Tertiary.inbound.mobility... 1.503847e-03 4.324287e-03
## Researchers..FTE.mn.pop. 1.624014e-05 2.491990e-04
## Gross.expenditure.on.R.D....GDP 7.723584e-04 1.258630e-03
## Global.corporate.R.D.investors..top.3..mn.US. 3.017587e-04 8.651447e-04
## QS.university.ranking..top.3 3.348532e-03 5.462233e-04
## ICT.access 1.579179e-04 1.198810e-05
## ICT.use 1.469689e-05 2.702638e-05
## Government.s.online.service 5.882458e-03 5.578299e-03
## E.participation 7.750319e-03 7.535245e-03
## Electricity.output..GWh.mn.pop. 4.567153e-04 2.616209e-03
## Logistics.performance 1.246565e-05 1.088736e-05
## Gross.capital.formation....GDP 4.796830e-04 1.047157e-03
## GDP.unit.of.energy.use 3.120289e-03 2.665836e-02
## Environmental.performance 1.505562e-03 2.590510e-03
## ISO.14001.environmental.certificates.bn.PPP..GDP 2.736224e-03 1.703182e-03
## Finance.for.startups.and.scaleups 3.549776e-05 1.188985e-02
## Domestic.credit.to.private.sector....GDP 4.974108e-04 4.015616e-04
## Loans.from.microfinance.institutions....GDP 3.130665e-02 8.176607e-04
## Market.capitalization....GDP 4.231264e-04 1.943757e-03
## Venture.capital.investors..deals.bn.PPP..GDP 5.907676e-04 1.797631e-07
## Venture.capital.recipients..deals.bn.PPP..GDP. 3.514739e-04 2.891982e-04
## Venture.capital.received..value....GDP. 3.855866e-07 2.374913e-04
## Applied.tariff.rate..weighted.avg.... 1.349759e-03 7.712370e-06
## Domestic.industry.diversification 1.505208e-05 2.702831e-02
## Domestic.market.scale..bn.PPP. 7.160301e-04 8.034059e-04
## Knowledge.intensive.employment... 1.293065e-03 1.160487e-05
## Firms.offering.formal.training... 2.974603e-03 4.263137e-03
## GERD.performed.by.business....GDP 9.404218e-04 4.168739e-04
## GERD.financed.by.business... 3.366742e-06 1.294991e-03
## Females.employed.w.advanced.degrees... 7.601132e-03 5.616030e-04
## University.industry.R.D.collaboration. 3.530358e-03 1.497117e-03
## State.of.cluster.development.and.depth. 9.550092e-03 8.554979e-04
## GERD.financed.by.abroad....GDP 8.972296e-04 6.641724e-03
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 8.651922e-07 5.446427e-05
## Patent.families.bn.PPP..GDP 2.152233e-04 4.192060e-05
## Intellectual.property.payments....total.trade 1.039234e-03 4.457707e-03
## High.tech.imports....total.trade 5.472262e-03 9.940253e-06
## ICT.services.imports....total.trade 7.061333e-05 1.099092e-02
## FDI.net.inflows....GDP 3.747671e-03 5.577652e-03
## Research.talent....in.businesses 2.688420e-05 8.711253e-04
## Patents.by.origin.bn.PPP..GDP 1.108072e-03 3.022913e-04
## PCT.patents.by.origin.bn.PPP..GDP 7.394181e-04 6.152964e-04
## Utility.models.by.origin.bn.PPP..GDP 4.227972e-03 2.624680e-04
## Scientific.and.technical.articles.bn.PPP..GDP 1.951490e-03 3.416792e-03
## Citable.documents.H.index 1.007378e-03 8.589884e-04
## Labor.productivity.growth... 1.006206e-03 9.863704e-03
## New.businesses.th.pop..15.64 2.743565e-03 3.258265e-05
## Software.spending....GDP 6.526185e-04 7.300236e-03
## ISO.9001.quality.certificates.bn.PPP..GDP 9.909184e-03 9.001714e-07
## High.tech.manufacturing... 1.478308e-04 7.019400e-04
## Intellectual.property.receipts....total.trade 7.204609e-04 1.966763e-03
## Production.and.export.complexity 1.410236e-04 7.958229e-06
## High.tech.exports....total.trade 4.597828e-04 9.025114e-04
## ICT.services.exports....total.trade 1.653998e-03 3.535112e-05
## Intangible.asset.intensity..top.15.... 6.192242e-04 3.614628e-04
## Trademarks.by.origin.bn.PPP..GDP. 2.851685e-03 1.225304e-03
## Global.brand.value..top.5.000....GDP 1.185003e-04 3.222522e-03
## Industrial.designs.by.origin.bn.PPP..GDP. 1.831084e-02 2.373710e-04
## Cultural.and.creative.services.exports....total.trade 1.704510e-04 8.416732e-04
## National.feature.films.mn.pop..15.69 2.870614e-04 1.522616e-04
## Entertainment.and.media.market.th.pop..15.69 7.729492e-05 4.691946e-03
## Printing.and.other.media....manufacturing 2.068851e-03 1.363923e-02
## Creative.goods.exports....total.trade 4.375890e-05 1.402064e-05
## Generic.top.level.domains..TLDs..th.pop..15.69 2.274562e-04 8.318184e-04
## Country.code.TLDs.th.pop..15.69 2.101550e-03 1.936689e-03
## GitHub.commits.mn.pop..15.69 9.672557e-05 3.581312e-03
## Mobile.app.creation.bn.PPP..GDP 1.407431e-03 5.478855e-04
## Dim.41 Dim.42
## Political.and.operational.stability 1.190687e-05 5.788975e-04
## Government.effectiveness 9.047059e-05 8.385234e-05
## Regulatory.quality 3.089112e-05 2.200856e-05
## Rule.of.law 9.330586e-04 8.851457e-06
## Cost.of.redudancy.dismissal 2.875788e-03 9.472858e-03
## Policies.for.doing.business 6.752114e-04 8.427641e-05
## Entrepreneurship.policies.and.culture. 1.557868e-02 1.358364e-02
## Expenditure.on.education....GDP 2.250154e-03 9.155345e-03
## Government.funding.pupil..secondary....GDP.cap 1.747740e-04 6.270622e-03
## School.life.expectancy..years 3.165101e-05 1.152839e-02
## PISA.scales.in.reading..maths.and.science 2.548594e-04 5.196752e-04
## Pupil.teacher.ratio..secondary 1.921464e-02 4.466765e-05
## Tertiary.enrolment....gross 5.576124e-04 5.260841e-03
## Graduates.in.science.and.engineering... 3.871275e-02 2.439480e-02
## Tertiary.inbound.mobility... 1.344037e-05 2.584573e-03
## Researchers..FTE.mn.pop. 2.256229e-04 7.487121e-04
## Gross.expenditure.on.R.D....GDP 3.549370e-04 2.491089e-05
## Global.corporate.R.D.investors..top.3..mn.US. 4.647438e-04 1.232344e-04
## QS.university.ranking..top.3 4.694815e-04 2.340350e-04
## ICT.access 2.042049e-04 1.788519e-06
## ICT.use 1.207271e-05 1.759844e-03
## Government.s.online.service 1.535987e-03 2.431535e-03
## E.participation 3.068577e-03 4.335471e-03
## Electricity.output..GWh.mn.pop. 2.536103e-04 7.504851e-04
## Logistics.performance 1.525090e-03 1.673924e-05
## Gross.capital.formation....GDP 9.309419e-05 8.940193e-03
## GDP.unit.of.energy.use 3.061681e-05 2.810957e-06
## Environmental.performance 2.458489e-03 1.463752e-03
## ISO.14001.environmental.certificates.bn.PPP..GDP 7.497428e-03 1.496737e-03
## Finance.for.startups.and.scaleups 1.558673e-02 5.496228e-03
## Domestic.credit.to.private.sector....GDP 4.886607e-03 7.659247e-03
## Loans.from.microfinance.institutions....GDP 4.132415e-03 4.551798e-03
## Market.capitalization....GDP 6.156494e-06 3.569851e-04
## Venture.capital.investors..deals.bn.PPP..GDP 8.555324e-05 9.451987e-06
## Venture.capital.recipients..deals.bn.PPP..GDP. 3.829029e-04 1.741764e-07
## Venture.capital.received..value....GDP. 9.877731e-06 3.077735e-03
## Applied.tariff.rate..weighted.avg.... 4.171278e-03 1.164038e-04
## Domestic.industry.diversification 4.969922e-04 7.287180e-04
## Domestic.market.scale..bn.PPP. 5.341689e-05 1.042778e-03
## Knowledge.intensive.employment... 6.257644e-04 5.585148e-03
## Firms.offering.formal.training... 1.621074e-03 4.973959e-03
## GERD.performed.by.business....GDP 4.405330e-04 2.467618e-04
## GERD.financed.by.business... 7.014210e-04 3.596720e-04
## Females.employed.w.advanced.degrees... 1.733546e-03 2.965396e-03
## University.industry.R.D.collaboration. 6.860527e-05 9.855161e-04
## State.of.cluster.development.and.depth. 1.742712e-06 3.910351e-04
## GERD.financed.by.abroad....GDP 2.125385e-03 3.758181e-04
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 2.329284e-05 1.024102e-06
## Patent.families.bn.PPP..GDP 1.664592e-03 2.327232e-04
## Intellectual.property.payments....total.trade 6.804721e-03 2.384080e-03
## High.tech.imports....total.trade 2.924759e-03 3.473348e-03
## ICT.services.imports....total.trade 4.707438e-03 5.173331e-04
## FDI.net.inflows....GDP 5.609736e-04 4.579396e-03
## Research.talent....in.businesses 4.041592e-07 1.677863e-04
## Patents.by.origin.bn.PPP..GDP 2.152287e-03 2.751620e-04
## PCT.patents.by.origin.bn.PPP..GDP 1.344465e-03 1.087069e-03
## Utility.models.by.origin.bn.PPP..GDP 1.787924e-03 1.314981e-04
## Scientific.and.technical.articles.bn.PPP..GDP 5.939313e-03 1.629243e-03
## Citable.documents.H.index 1.512050e-04 7.019411e-04
## Labor.productivity.growth... 2.292016e-03 2.726967e-02
## New.businesses.th.pop..15.64 1.152503e-02 8.588143e-03
## Software.spending....GDP 1.720159e-03 1.131926e-03
## ISO.9001.quality.certificates.bn.PPP..GDP 1.758158e-03 1.732730e-03
## High.tech.manufacturing... 1.153140e-03 8.925275e-04
## Intellectual.property.receipts....total.trade 6.844488e-03 4.800151e-04
## Production.and.export.complexity 2.728511e-03 4.374815e-03
## High.tech.exports....total.trade 5.647401e-04 8.393404e-04
## ICT.services.exports....total.trade 1.010019e-06 5.174898e-03
## Intangible.asset.intensity..top.15.... 2.943057e-03 5.118155e-03
## Trademarks.by.origin.bn.PPP..GDP. 7.936385e-03 1.309318e-04
## Global.brand.value..top.5.000....GDP 1.701185e-03 3.896332e-06
## Industrial.designs.by.origin.bn.PPP..GDP. 5.039222e-05 6.204934e-04
## Cultural.and.creative.services.exports....total.trade 8.300033e-03 4.116405e-03
## National.feature.films.mn.pop..15.69 1.332431e-02 3.628759e-03
## Entertainment.and.media.market.th.pop..15.69 1.341437e-04 3.576303e-06
## Printing.and.other.media....manufacturing 2.292158e-03 7.381090e-04
## Creative.goods.exports....total.trade 4.930052e-03 3.174446e-04
## Generic.top.level.domains..TLDs..th.pop..15.69 1.097893e-03 6.337314e-05
## Country.code.TLDs.th.pop..15.69 6.788109e-03 3.832291e-04
## GitHub.commits.mn.pop..15.69 5.921074e-05 2.817119e-03
## Mobile.app.creation.bn.PPP..GDP 7.000075e-04 2.978584e-03
## Dim.43 Dim.44
## Political.and.operational.stability 4.193321e-06 1.989090e-03
## Government.effectiveness 2.318032e-05 4.539332e-04
## Regulatory.quality 5.255143e-04 1.860586e-03
## Rule.of.law 1.670948e-04 1.296825e-03
## Cost.of.redudancy.dismissal 9.421813e-03 9.099867e-04
## Policies.for.doing.business 5.354402e-05 3.012789e-03
## Entrepreneurship.policies.and.culture. 2.185626e-04 3.241343e-03
## Expenditure.on.education....GDP 1.217033e-05 2.074735e-02
## Government.funding.pupil..secondary....GDP.cap 8.549993e-03 1.110167e-03
## School.life.expectancy..years 5.582119e-03 1.428175e-03
## PISA.scales.in.reading..maths.and.science 2.702781e-04 2.326658e-04
## Pupil.teacher.ratio..secondary 1.561365e-02 1.047018e-02
## Tertiary.enrolment....gross 3.428564e-04 1.635865e-03
## Graduates.in.science.and.engineering... 2.091086e-02 1.887751e-03
## Tertiary.inbound.mobility... 6.960742e-03 6.598734e-03
## Researchers..FTE.mn.pop. 1.582185e-03 3.472781e-05
## Gross.expenditure.on.R.D....GDP 4.893086e-05 9.922444e-05
## Global.corporate.R.D.investors..top.3..mn.US. 1.228252e-04 7.324145e-07
## QS.university.ranking..top.3 5.046420e-05 1.683428e-04
## ICT.access 1.117978e-03 9.478992e-06
## ICT.use 8.220886e-04 2.472412e-04
## Government.s.online.service 1.224107e-03 8.983393e-04
## E.participation 5.740312e-04 1.010606e-03
## Electricity.output..GWh.mn.pop. 9.967835e-03 9.784495e-03
## Logistics.performance 7.450631e-04 2.566842e-04
## Gross.capital.formation....GDP 1.626038e-02 1.556129e-03
## GDP.unit.of.energy.use 1.823908e-03 8.155743e-03
## Environmental.performance 8.964327e-05 4.770832e-03
## ISO.14001.environmental.certificates.bn.PPP..GDP 2.287255e-04 1.200326e-03
## Finance.for.startups.and.scaleups 8.674775e-05 4.501170e-03
## Domestic.credit.to.private.sector....GDP 2.414049e-04 1.994481e-04
## Loans.from.microfinance.institutions....GDP 4.985778e-03 2.214567e-02
## Market.capitalization....GDP 1.804105e-04 2.170143e-04
## Venture.capital.investors..deals.bn.PPP..GDP 1.156012e-04 4.879294e-05
## Venture.capital.recipients..deals.bn.PPP..GDP. 3.302762e-03 2.770660e-03
## Venture.capital.received..value....GDP. 9.365314e-03 6.632663e-03
## Applied.tariff.rate..weighted.avg.... 5.378615e-03 5.959756e-03
## Domestic.industry.diversification 2.104890e-03 2.968181e-04
## Domestic.market.scale..bn.PPP. 2.196022e-03 1.153137e-08
## Knowledge.intensive.employment... 1.138118e-03 9.208824e-05
## Firms.offering.formal.training... 4.503797e-04 2.351095e-04
## GERD.performed.by.business....GDP 9.025137e-04 2.151623e-08
## GERD.financed.by.business... 3.116350e-04 9.714555e-05
## Females.employed.w.advanced.degrees... 1.829232e-03 1.530039e-04
## University.industry.R.D.collaboration. 5.722406e-04 3.416551e-03
## State.of.cluster.development.and.depth. 9.089485e-04 1.984910e-03
## GERD.financed.by.abroad....GDP 4.724280e-03 1.140059e-03
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 2.130308e-05 2.987577e-03
## Patent.families.bn.PPP..GDP 3.673416e-04 5.657802e-06
## Intellectual.property.payments....total.trade 5.296198e-03 1.038726e-06
## High.tech.imports....total.trade 1.583641e-04 3.810627e-05
## ICT.services.imports....total.trade 5.268717e-03 3.499238e-03
## FDI.net.inflows....GDP 3.448278e-03 8.044562e-03
## Research.talent....in.businesses 1.105076e-04 5.783861e-04
## Patents.by.origin.bn.PPP..GDP 5.342515e-05 1.703917e-04
## PCT.patents.by.origin.bn.PPP..GDP 1.889211e-04 3.916800e-04
## Utility.models.by.origin.bn.PPP..GDP 1.120857e-02 1.223124e-02
## Scientific.and.technical.articles.bn.PPP..GDP 6.216793e-03 1.589278e-04
## Citable.documents.H.index 1.451065e-04 2.561744e-07
## Labor.productivity.growth... 5.869015e-03 7.478631e-03
## New.businesses.th.pop..15.64 9.316000e-04 4.643208e-04
## Software.spending....GDP 6.569264e-04 8.307456e-05
## ISO.9001.quality.certificates.bn.PPP..GDP 3.918766e-06 9.993862e-04
## High.tech.manufacturing... 8.070363e-03 2.242555e-06
## Intellectual.property.receipts....total.trade 1.987844e-04 9.208134e-04
## Production.and.export.complexity 2.792026e-04 2.430417e-03
## High.tech.exports....total.trade 3.408151e-04 3.529284e-03
## ICT.services.exports....total.trade 3.558441e-03 1.284555e-02
## Intangible.asset.intensity..top.15.... 2.848785e-03 8.456964e-04
## Trademarks.by.origin.bn.PPP..GDP. 3.050321e-03 6.595955e-04
## Global.brand.value..top.5.000....GDP 7.947093e-05 1.240276e-04
## Industrial.designs.by.origin.bn.PPP..GDP. 1.689412e-03 1.749076e-04
## Cultural.and.creative.services.exports....total.trade 3.441826e-03 1.776586e-03
## National.feature.films.mn.pop..15.69 5.168704e-07 5.643648e-04
## Entertainment.and.media.market.th.pop..15.69 1.398176e-05 1.651228e-04
## Printing.and.other.media....manufacturing 6.023474e-03 6.917918e-06
## Creative.goods.exports....total.trade 1.147420e-04 1.998773e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 8.745156e-07 2.094901e-04
## Country.code.TLDs.th.pop..15.69 6.758292e-03 2.052581e-05
## GitHub.commits.mn.pop..15.69 2.124845e-04 9.577888e-05
## Mobile.app.creation.bn.PPP..GDP 7.017425e-05 5.388189e-05
## Dim.45 Dim.46
## Political.and.operational.stability 2.822359e-04 1.386019e-06
## Government.effectiveness 1.636222e-06 4.935604e-07
## Regulatory.quality 2.366263e-04 1.124298e-04
## Rule.of.law 1.475727e-07 6.757652e-08
## Cost.of.redudancy.dismissal 1.265984e-02 1.863025e-06
## Policies.for.doing.business 4.941005e-03 1.685818e-03
## Entrepreneurship.policies.and.culture. 4.905009e-03 3.636814e-04
## Expenditure.on.education....GDP 1.585496e-03 8.405651e-04
## Government.funding.pupil..secondary....GDP.cap 1.644655e-06 1.215648e-03
## School.life.expectancy..years 6.210812e-05 6.526879e-05
## PISA.scales.in.reading..maths.and.science 8.494594e-05 6.058966e-04
## Pupil.teacher.ratio..secondary 2.196869e-04 2.173179e-04
## Tertiary.enrolment....gross 1.558721e-04 8.470362e-04
## Graduates.in.science.and.engineering... 5.362981e-03 2.413530e-03
## Tertiary.inbound.mobility... 7.602601e-03 6.184196e-03
## Researchers..FTE.mn.pop. 6.245123e-05 4.411313e-04
## Gross.expenditure.on.R.D....GDP 1.908818e-04 5.557767e-04
## Global.corporate.R.D.investors..top.3..mn.US. 1.192890e-04 7.523896e-04
## QS.university.ranking..top.3 3.938528e-04 4.354118e-06
## ICT.access 3.913687e-04 3.965706e-04
## ICT.use 6.945422e-04 5.890709e-04
## Government.s.online.service 7.311748e-03 7.315387e-07
## E.participation 5.706227e-03 2.938178e-04
## Electricity.output..GWh.mn.pop. 5.742732e-03 5.075644e-03
## Logistics.performance 3.985575e-04 1.517031e-04
## Gross.capital.formation....GDP 5.391384e-03 2.909228e-02
## GDP.unit.of.energy.use 6.165732e-03 6.126165e-03
## Environmental.performance 2.277865e-03 1.480823e-04
## ISO.14001.environmental.certificates.bn.PPP..GDP 3.996332e-04 2.757679e-03
## Finance.for.startups.and.scaleups 3.256125e-03 6.549856e-05
## Domestic.credit.to.private.sector....GDP 3.529482e-05 5.131119e-03
## Loans.from.microfinance.institutions....GDP 2.349211e-02 8.697202e-03
## Market.capitalization....GDP 3.458057e-06 1.446460e-03
## Venture.capital.investors..deals.bn.PPP..GDP 6.006831e-04 5.060151e-04
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.223914e-04 1.891474e-03
## Venture.capital.received..value....GDP. 8.742028e-04 5.475378e-04
## Applied.tariff.rate..weighted.avg.... 2.807119e-03 3.260170e-03
## Domestic.industry.diversification 3.554385e-04 4.432363e-04
## Domestic.market.scale..bn.PPP. 4.102510e-05 3.105264e-04
## Knowledge.intensive.employment... 5.704378e-05 5.767081e-04
## Firms.offering.formal.training... 3.161955e-04 2.809002e-03
## GERD.performed.by.business....GDP 3.109496e-04 1.713030e-03
## GERD.financed.by.business... 1.375625e-04 1.476191e-04
## Females.employed.w.advanced.degrees... 5.067963e-05 1.354989e-03
## University.industry.R.D.collaboration. 2.027119e-03 8.073999e-04
## State.of.cluster.development.and.depth. 2.106558e-03 7.917413e-04
## GERD.financed.by.abroad....GDP 3.047105e-04 1.600313e-03
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 9.359927e-04 5.122664e-04
## Patent.families.bn.PPP..GDP 3.882493e-04 1.193130e-04
## Intellectual.property.payments....total.trade 6.435612e-04 1.702804e-05
## High.tech.imports....total.trade 9.550241e-03 8.991308e-07
## ICT.services.imports....total.trade 1.576795e-03 1.136317e-05
## FDI.net.inflows....GDP 2.070277e-04 9.303944e-03
## Research.talent....in.businesses 4.701360e-04 1.199663e-04
## Patents.by.origin.bn.PPP..GDP 1.145806e-04 5.621400e-04
## PCT.patents.by.origin.bn.PPP..GDP 2.190960e-04 4.698918e-04
## Utility.models.by.origin.bn.PPP..GDP 5.906780e-03 6.526211e-03
## Scientific.and.technical.articles.bn.PPP..GDP 1.077699e-03 5.695040e-04
## Citable.documents.H.index 2.418671e-04 6.700632e-08
## Labor.productivity.growth... 1.612259e-03 2.034183e-02
## New.businesses.th.pop..15.64 6.751283e-05 2.007558e-03
## Software.spending....GDP 3.080107e-03 3.865193e-03
## ISO.9001.quality.certificates.bn.PPP..GDP 8.662097e-06 4.530780e-03
## High.tech.manufacturing... 1.164511e-04 6.152518e-04
## Intellectual.property.receipts....total.trade 1.945946e-03 3.022860e-04
## Production.and.export.complexity 1.319732e-03 6.998187e-04
## High.tech.exports....total.trade 9.688576e-04 1.147625e-04
## ICT.services.exports....total.trade 1.274235e-02 1.951377e-02
## Intangible.asset.intensity..top.15.... 7.379155e-06 4.491499e-06
## Trademarks.by.origin.bn.PPP..GDP. 4.439369e-05 4.142738e-03
## Global.brand.value..top.5.000....GDP 1.528815e-04 6.994921e-04
## Industrial.designs.by.origin.bn.PPP..GDP. 3.460885e-03 2.497392e-03
## Cultural.and.creative.services.exports....total.trade 5.102821e-03 2.934987e-03
## National.feature.films.mn.pop..15.69 2.195818e-04 2.846246e-03
## Entertainment.and.media.market.th.pop..15.69 3.013465e-03 2.118963e-03
## Printing.and.other.media....manufacturing 1.508916e-02 3.407221e-05
## Creative.goods.exports....total.trade 1.950032e-03 1.582155e-04
## Generic.top.level.domains..TLDs..th.pop..15.69 2.882436e-04 5.569443e-05
## Country.code.TLDs.th.pop..15.69 9.599555e-05 2.105538e-03
## GitHub.commits.mn.pop..15.69 6.497156e-05 2.366493e-05
## Mobile.app.creation.bn.PPP..GDP 5.790275e-03 5.156509e-05
## Dim.47 Dim.48
## Political.and.operational.stability 7.365661e-06 4.895821e-03
## Government.effectiveness 3.365601e-04 1.885057e-03
## Regulatory.quality 2.637483e-04 2.657403e-04
## Rule.of.law 3.287054e-05 6.776902e-04
## Cost.of.redudancy.dismissal 1.217636e-03 1.863133e-02
## Policies.for.doing.business 7.288962e-04 3.556428e-03
## Entrepreneurship.policies.and.culture. 1.012196e-03 1.637317e-04
## Expenditure.on.education....GDP 2.550486e-02 2.612721e-03
## Government.funding.pupil..secondary....GDP.cap 5.840389e-04 1.721447e-04
## School.life.expectancy..years 6.421374e-04 8.706442e-04
## PISA.scales.in.reading..maths.and.science 1.526904e-04 4.973744e-04
## Pupil.teacher.ratio..secondary 3.778010e-03 1.466279e-02
## Tertiary.enrolment....gross 2.932332e-04 3.642807e-04
## Graduates.in.science.and.engineering... 4.274750e-03 2.592908e-03
## Tertiary.inbound.mobility... 5.047537e-04 2.728123e-03
## Researchers..FTE.mn.pop. 6.907151e-04 5.746325e-04
## Gross.expenditure.on.R.D....GDP 2.277927e-03 9.553955e-05
## Global.corporate.R.D.investors..top.3..mn.US. 3.029962e-04 4.193493e-05
## QS.university.ranking..top.3 2.397976e-04 7.129158e-04
## ICT.access 2.223896e-03 3.763278e-04
## ICT.use 1.028251e-03 2.044891e-04
## Government.s.online.service 2.802190e-03 1.981843e-05
## E.participation 2.430203e-03 4.876524e-06
## Electricity.output..GWh.mn.pop. 8.618096e-05 8.460732e-03
## Logistics.performance 4.576169e-04 1.125131e-03
## Gross.capital.formation....GDP 3.067592e-03 6.195060e-03
## GDP.unit.of.energy.use 3.619421e-03 1.116043e-03
## Environmental.performance 2.869991e-04 9.578121e-05
## ISO.14001.environmental.certificates.bn.PPP..GDP 1.479702e-03 5.844817e-05
## Finance.for.startups.and.scaleups 3.089912e-03 8.065370e-05
## Domestic.credit.to.private.sector....GDP 5.125363e-03 5.497487e-06
## Loans.from.microfinance.institutions....GDP 1.073271e-03 2.028589e-02
## Market.capitalization....GDP 7.523807e-05 4.097242e-04
## Venture.capital.investors..deals.bn.PPP..GDP 1.443976e-04 5.146383e-04
## Venture.capital.recipients..deals.bn.PPP..GDP. 5.384489e-04 9.550887e-04
## Venture.capital.received..value....GDP. 6.029899e-03 2.836628e-05
## Applied.tariff.rate..weighted.avg.... 1.853522e-03 4.838218e-07
## Domestic.industry.diversification 2.416075e-03 2.514781e-03
## Domestic.market.scale..bn.PPP. 2.372880e-03 3.965306e-05
## Knowledge.intensive.employment... 2.127370e-03 8.808100e-04
## Firms.offering.formal.training... 8.847675e-03 7.973941e-05
## GERD.performed.by.business....GDP 3.493668e-03 2.574345e-07
## GERD.financed.by.business... 1.431473e-03 6.743744e-04
## Females.employed.w.advanced.degrees... 1.169383e-03 1.934135e-03
## University.industry.R.D.collaboration. 6.771939e-03 2.042442e-03
## State.of.cluster.development.and.depth. 2.216453e-03 5.648954e-04
## GERD.financed.by.abroad....GDP 9.018710e-05 5.539651e-04
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 3.694586e-05 6.768147e-03
## Patent.families.bn.PPP..GDP 4.267751e-04 6.876954e-06
## Intellectual.property.payments....total.trade 2.732163e-04 6.044829e-03
## High.tech.imports....total.trade 6.899425e-04 2.894557e-05
## ICT.services.imports....total.trade 3.636544e-03 1.120243e-03
## FDI.net.inflows....GDP 6.452981e-03 9.725942e-07
## Research.talent....in.businesses 1.863726e-04 2.188805e-03
## Patents.by.origin.bn.PPP..GDP 4.416023e-03 3.056824e-04
## PCT.patents.by.origin.bn.PPP..GDP 4.614987e-04 1.791973e-06
## Utility.models.by.origin.bn.PPP..GDP 8.497259e-03 5.379048e-03
## Scientific.and.technical.articles.bn.PPP..GDP 9.819095e-05 4.134043e-05
## Citable.documents.H.index 6.441061e-04 4.889782e-04
## Labor.productivity.growth... 6.819354e-03 1.371224e-04
## New.businesses.th.pop..15.64 6.921550e-04 1.259981e-03
## Software.spending....GDP 4.284836e-03 2.699225e-03
## ISO.9001.quality.certificates.bn.PPP..GDP 2.123093e-05 5.088665e-04
## High.tech.manufacturing... 3.042696e-03 1.326186e-05
## Intellectual.property.receipts....total.trade 2.962574e-05 3.950104e-04
## Production.and.export.complexity 2.256908e-04 2.973729e-03
## High.tech.exports....total.trade 5.518918e-04 3.139906e-04
## ICT.services.exports....total.trade 3.942404e-04 1.559214e-04
## Intangible.asset.intensity..top.15.... 1.586388e-03 1.135822e-03
## Trademarks.by.origin.bn.PPP..GDP. 7.151902e-03 3.747338e-03
## Global.brand.value..top.5.000....GDP 6.313757e-04 1.871789e-03
## Industrial.designs.by.origin.bn.PPP..GDP. 2.430483e-04 9.218059e-04
## Cultural.and.creative.services.exports....total.trade 9.410165e-04 2.693252e-03
## National.feature.films.mn.pop..15.69 3.422752e-04 4.867668e-05
## Entertainment.and.media.market.th.pop..15.69 6.002446e-06 4.196357e-04
## Printing.and.other.media....manufacturing 2.589727e-03 1.133213e-03
## Creative.goods.exports....total.trade 2.476434e-03 3.744292e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 2.006965e-04 4.239445e-04
## Country.code.TLDs.th.pop..15.69 9.865425e-04 4.858819e-03
## GitHub.commits.mn.pop..15.69 1.203438e-03 6.222129e-04
## Mobile.app.creation.bn.PPP..GDP 9.412527e-03 2.181608e-03
## Dim.49 Dim.50
## Political.and.operational.stability 3.067901e-04 1.103854e-03
## Government.effectiveness 1.139564e-06 3.951465e-04
## Regulatory.quality 1.773115e-04 1.622536e-03
## Rule.of.law 1.275273e-04 5.200102e-04
## Cost.of.redudancy.dismissal 7.393013e-03 1.213611e-03
## Policies.for.doing.business 9.844747e-05 2.229980e-04
## Entrepreneurship.policies.and.culture. 2.289126e-03 2.473434e-04
## Expenditure.on.education....GDP 1.097443e-03 3.796108e-04
## Government.funding.pupil..secondary....GDP.cap 7.518278e-03 1.367284e-02
## School.life.expectancy..years 2.813721e-03 4.025304e-03
## PISA.scales.in.reading..maths.and.science 8.301790e-04 4.012448e-04
## Pupil.teacher.ratio..secondary 6.267886e-04 2.924883e-04
## Tertiary.enrolment....gross 7.273975e-04 2.348255e-03
## Graduates.in.science.and.engineering... 1.198380e-03 1.479688e-02
## Tertiary.inbound.mobility... 1.182049e-02 2.811851e-03
## Researchers..FTE.mn.pop. 7.749196e-05 2.257441e-04
## Gross.expenditure.on.R.D....GDP 2.692348e-04 1.239587e-03
## Global.corporate.R.D.investors..top.3..mn.US. 2.340931e-05 1.173474e-03
## QS.university.ranking..top.3 6.301691e-04 4.193199e-04
## ICT.access 4.678212e-03 2.811233e-04
## ICT.use 1.064628e-03 3.609309e-05
## Government.s.online.service 4.392864e-04 1.381135e-03
## E.participation 5.579565e-04 9.199916e-04
## Electricity.output..GWh.mn.pop. 8.970805e-04 2.869785e-05
## Logistics.performance 7.510606e-05 3.115885e-04
## Gross.capital.formation....GDP 6.538810e-03 4.690181e-04
## GDP.unit.of.energy.use 6.519549e-03 4.285663e-04
## Environmental.performance 2.012885e-04 9.830355e-05
## ISO.14001.environmental.certificates.bn.PPP..GDP 3.134873e-03 9.587586e-05
## Finance.for.startups.and.scaleups 1.585587e-04 5.074356e-04
## Domestic.credit.to.private.sector....GDP 6.152925e-04 8.957044e-03
## Loans.from.microfinance.institutions....GDP 3.336071e-03 2.096284e-03
## Market.capitalization....GDP 2.175464e-03 6.439656e-03
## Venture.capital.investors..deals.bn.PPP..GDP 8.001979e-05 8.794662e-05
## Venture.capital.recipients..deals.bn.PPP..GDP. 6.826665e-04 1.045387e-08
## Venture.capital.received..value....GDP. 3.364604e-03 3.060120e-05
## Applied.tariff.rate..weighted.avg.... 1.089678e-05 1.317211e-03
## Domestic.industry.diversification 9.425377e-05 4.707811e-03
## Domestic.market.scale..bn.PPP. 4.703624e-03 8.155009e-03
## Knowledge.intensive.employment... 4.455612e-04 5.929264e-04
## Firms.offering.formal.training... 6.588612e-03 7.669711e-04
## GERD.performed.by.business....GDP 1.182062e-04 2.957907e-03
## GERD.financed.by.business... 3.624582e-05 1.021448e-05
## Females.employed.w.advanced.degrees... 3.105913e-03 2.514480e-06
## University.industry.R.D.collaboration. 3.130205e-03 6.366806e-05
## State.of.cluster.development.and.depth. 1.794056e-03 5.770566e-04
## GERD.financed.by.abroad....GDP 8.429794e-07 9.843801e-07
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 1.149739e-03 3.581701e-05
## Patent.families.bn.PPP..GDP 4.029180e-06 1.142107e-04
## Intellectual.property.payments....total.trade 5.598993e-03 7.924592e-04
## High.tech.imports....total.trade 1.855529e-03 2.755850e-04
## ICT.services.imports....total.trade 1.377738e-03 4.828864e-03
## FDI.net.inflows....GDP 7.558846e-03 4.052076e-03
## Research.talent....in.businesses 7.810481e-04 5.768796e-04
## Patents.by.origin.bn.PPP..GDP 1.062013e-03 4.568995e-03
## PCT.patents.by.origin.bn.PPP..GDP 6.645890e-05 1.906743e-05
## Utility.models.by.origin.bn.PPP..GDP 3.751335e-05 3.318292e-04
## Scientific.and.technical.articles.bn.PPP..GDP 1.084789e-05 2.661853e-03
## Citable.documents.H.index 1.880965e-03 3.747866e-03
## Labor.productivity.growth... 1.817211e-04 4.836371e-03
## New.businesses.th.pop..15.64 3.790859e-03 1.259221e-03
## Software.spending....GDP 1.741897e-04 3.912694e-04
## ISO.9001.quality.certificates.bn.PPP..GDP 8.904787e-04 7.307651e-04
## High.tech.manufacturing... 1.042720e-06 1.789163e-03
## Intellectual.property.receipts....total.trade 1.047918e-03 3.164937e-04
## Production.and.export.complexity 9.325817e-04 2.365480e-04
## High.tech.exports....total.trade 8.280728e-04 1.620531e-04
## ICT.services.exports....total.trade 1.895859e-03 3.716586e-03
## Intangible.asset.intensity..top.15.... 1.921891e-05 3.420609e-04
## Trademarks.by.origin.bn.PPP..GDP. 1.373279e-03 5.687218e-03
## Global.brand.value..top.5.000....GDP 1.452394e-04 1.758201e-04
## Industrial.designs.by.origin.bn.PPP..GDP. 1.977599e-03 1.152527e-04
## Cultural.and.creative.services.exports....total.trade 5.177897e-03 1.642406e-04
## National.feature.films.mn.pop..15.69 1.000409e-03 3.182309e-03
## Entertainment.and.media.market.th.pop..15.69 3.146169e-05 2.484178e-03
## Printing.and.other.media....manufacturing 4.155334e-03 5.621934e-03
## Creative.goods.exports....total.trade 6.476162e-03 9.267211e-05
## Generic.top.level.domains..TLDs..th.pop..15.69 4.291387e-03 3.164215e-04
## Country.code.TLDs.th.pop..15.69 2.647496e-05 1.227119e-03
## GitHub.commits.mn.pop..15.69 1.239193e-03 7.414480e-05
## Mobile.app.creation.bn.PPP..GDP 2.198810e-03 4.769869e-04
## Dim.51 Dim.52
## Political.and.operational.stability 1.380964e-04 6.283252e-05
## Government.effectiveness 5.378558e-05 9.318261e-05
## Regulatory.quality 2.725534e-04 3.872875e-04
## Rule.of.law 3.144200e-05 5.667023e-05
## Cost.of.redudancy.dismissal 1.664190e-02 8.735068e-05
## Policies.for.doing.business 4.048241e-09 8.848796e-04
## Entrepreneurship.policies.and.culture. 2.207160e-06 6.771629e-05
## Expenditure.on.education....GDP 8.533546e-08 2.724937e-04
## Government.funding.pupil..secondary....GDP.cap 4.870994e-05 2.406344e-03
## School.life.expectancy..years 6.243035e-04 2.664353e-05
## PISA.scales.in.reading..maths.and.science 2.516144e-04 5.166444e-05
## Pupil.teacher.ratio..secondary 1.652142e-03 1.975345e-04
## Tertiary.enrolment....gross 4.044085e-05 6.330082e-04
## Graduates.in.science.and.engineering... 1.241942e-04 1.239430e-03
## Tertiary.inbound.mobility... 7.875377e-03 2.017372e-03
## Researchers..FTE.mn.pop. 2.295945e-03 3.500704e-04
## Gross.expenditure.on.R.D....GDP 2.783692e-04 3.035966e-05
## Global.corporate.R.D.investors..top.3..mn.US. 1.029030e-03 6.190907e-04
## QS.university.ranking..top.3 1.492521e-03 2.766773e-03
## ICT.access 3.141119e-03 1.277848e-04
## ICT.use 2.347811e-03 9.643003e-05
## Government.s.online.service 8.795562e-04 1.372078e-03
## E.participation 1.804033e-03 1.175314e-03
## Electricity.output..GWh.mn.pop. 1.860518e-04 3.198650e-04
## Logistics.performance 2.647439e-05 5.887456e-04
## Gross.capital.formation....GDP 8.621881e-04 2.458815e-03
## GDP.unit.of.energy.use 6.524269e-05 4.498007e-03
## Environmental.performance 7.401993e-05 1.046154e-04
## ISO.14001.environmental.certificates.bn.PPP..GDP 1.246169e-04 1.199794e-04
## Finance.for.startups.and.scaleups 1.261913e-04 3.987177e-05
## Domestic.credit.to.private.sector....GDP 4.706094e-06 1.028920e-03
## Loans.from.microfinance.institutions....GDP 9.262952e-06 3.248345e-04
## Market.capitalization....GDP 8.934970e-03 9.214574e-03
## Venture.capital.investors..deals.bn.PPP..GDP 5.158853e-04 4.864502e-04
## Venture.capital.recipients..deals.bn.PPP..GDP. 2.117648e-03 1.293809e-07
## Venture.capital.received..value....GDP. 8.672045e-04 1.132581e-04
## Applied.tariff.rate..weighted.avg.... 1.368357e-02 2.661006e-06
## Domestic.industry.diversification 4.301866e-04 1.196001e-05
## Domestic.market.scale..bn.PPP. 2.413874e-03 3.387836e-03
## Knowledge.intensive.employment... 2.288208e-03 1.672908e-04
## Firms.offering.formal.training... 2.934897e-03 3.758920e-02
## GERD.performed.by.business....GDP 5.008630e-04 1.015513e-04
## GERD.financed.by.business... 1.375663e-03 5.006770e-03
## Females.employed.w.advanced.degrees... 1.627191e-04 2.383729e-04
## University.industry.R.D.collaboration. 1.255742e-07 7.118910e-06
## State.of.cluster.development.and.depth. 2.145118e-04 6.164856e-06
## GERD.financed.by.abroad....GDP 4.277348e-04 1.543743e-05
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 9.965292e-04 2.904953e-04
## Patent.families.bn.PPP..GDP 3.599036e-04 1.046522e-04
## Intellectual.property.payments....total.trade 6.122764e-03 8.450433e-04
## High.tech.imports....total.trade 2.677162e-06 1.878986e-03
## ICT.services.imports....total.trade 6.867729e-04 4.862998e-03
## FDI.net.inflows....GDP 3.341157e-03 5.350113e-05
## Research.talent....in.businesses 3.643811e-03 7.760199e-03
## Patents.by.origin.bn.PPP..GDP 1.351441e-03 7.021609e-04
## PCT.patents.by.origin.bn.PPP..GDP 1.407511e-03 3.744181e-04
## Utility.models.by.origin.bn.PPP..GDP 1.182169e-03 1.033067e-03
## Scientific.and.technical.articles.bn.PPP..GDP 6.853360e-04 1.427409e-03
## Citable.documents.H.index 3.275265e-03 2.638726e-03
## Labor.productivity.growth... 3.622046e-03 6.367438e-05
## New.businesses.th.pop..15.64 2.567720e-05 1.966517e-03
## Software.spending....GDP 6.566514e-03 2.763049e-05
## ISO.9001.quality.certificates.bn.PPP..GDP 9.269850e-04 1.416296e-03
## High.tech.manufacturing... 1.201345e-03 4.932585e-05
## Intellectual.property.receipts....total.trade 1.181190e-03 2.204063e-03
## Production.and.export.complexity 1.228435e-03 5.814607e-04
## High.tech.exports....total.trade 1.130771e-04 9.902374e-04
## ICT.services.exports....total.trade 4.167357e-05 4.564507e-03
## Intangible.asset.intensity..top.15.... 7.644393e-04 3.985614e-03
## Trademarks.by.origin.bn.PPP..GDP. 2.007585e-04 1.683930e-04
## Global.brand.value..top.5.000....GDP 3.656001e-05 2.922511e-04
## Industrial.designs.by.origin.bn.PPP..GDP. 2.153606e-04 9.940573e-07
## Cultural.and.creative.services.exports....total.trade 2.837130e-03 4.498658e-03
## National.feature.films.mn.pop..15.69 6.745671e-04 1.996403e-03
## Entertainment.and.media.market.th.pop..15.69 4.724135e-03 2.702178e-03
## Printing.and.other.media....manufacturing 1.192824e-03 8.367103e-04
## Creative.goods.exports....total.trade 2.278100e-04 1.197508e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 1.663190e-03 7.144475e-05
## Country.code.TLDs.th.pop..15.69 3.829143e-04 3.152298e-06
## GitHub.commits.mn.pop..15.69 2.294403e-03 3.730412e-04
## Mobile.app.creation.bn.PPP..GDP 5.496326e-03 1.653474e-05
## Dim.53 Dim.54
## Political.and.operational.stability 1.802325e-03 1.896162e-03
## Government.effectiveness 3.432018e-04 1.481000e-03
## Regulatory.quality 1.623657e-04 1.327581e-03
## Rule.of.law 2.520614e-04 1.812808e-03
## Cost.of.redudancy.dismissal 2.674241e-04 7.365543e-05
## Policies.for.doing.business 2.639336e-04 1.078545e-04
## Entrepreneurship.policies.and.culture. 9.261085e-04 2.564522e-03
## Expenditure.on.education....GDP 2.229487e-03 1.302775e-03
## Government.funding.pupil..secondary....GDP.cap 2.093594e-03 3.461563e-03
## School.life.expectancy..years 2.685946e-04 1.862202e-04
## PISA.scales.in.reading..maths.and.science 5.691730e-04 1.158111e-05
## Pupil.teacher.ratio..secondary 4.936234e-04 5.596251e-04
## Tertiary.enrolment....gross 2.291296e-07 2.266685e-04
## Graduates.in.science.and.engineering... 2.103233e-03 4.386058e-03
## Tertiary.inbound.mobility... 8.706545e-03 2.009528e-07
## Researchers..FTE.mn.pop. 2.950129e-03 3.210983e-05
## Gross.expenditure.on.R.D....GDP 8.183715e-04 1.613544e-03
## Global.corporate.R.D.investors..top.3..mn.US. 1.885397e-04 2.369320e-04
## QS.university.ranking..top.3 3.276897e-04 9.800471e-05
## ICT.access 8.302257e-04 7.512111e-06
## ICT.use 3.922984e-04 3.603949e-05
## Government.s.online.service 1.077405e-03 5.203130e-05
## E.participation 5.263511e-04 2.175782e-04
## Electricity.output..GWh.mn.pop. 1.010366e-04 3.635543e-04
## Logistics.performance 1.513890e-04 8.253136e-05
## Gross.capital.formation....GDP 6.838869e-03 1.388962e-05
## GDP.unit.of.energy.use 9.006131e-05 6.840985e-04
## Environmental.performance 3.898185e-03 6.027457e-04
## ISO.14001.environmental.certificates.bn.PPP..GDP 4.807638e-04 8.391221e-04
## Finance.for.startups.and.scaleups 1.378257e-03 1.867728e-03
## Domestic.credit.to.private.sector....GDP 5.380085e-03 5.426874e-05
## Loans.from.microfinance.institutions....GDP 2.109075e-06 3.090450e-04
## Market.capitalization....GDP 1.682613e-03 2.318579e-04
## Venture.capital.investors..deals.bn.PPP..GDP 4.790423e-06 2.690225e-05
## Venture.capital.recipients..deals.bn.PPP..GDP. 9.433419e-05 1.541472e-03
## Venture.capital.received..value....GDP. 1.161608e-03 2.593273e-03
## Applied.tariff.rate..weighted.avg.... 2.881659e-04 7.958292e-03
## Domestic.industry.diversification 3.407124e-03 1.460761e-05
## Domestic.market.scale..bn.PPP. 4.744268e-04 5.473385e-04
## Knowledge.intensive.employment... 1.105674e-03 1.741817e-03
## Firms.offering.formal.training... 2.436314e-03 5.750589e-03
## GERD.performed.by.business....GDP 3.290447e-04 7.404009e-04
## GERD.financed.by.business... 4.900996e-04 2.467391e-03
## Females.employed.w.advanced.degrees... 3.616357e-06 1.212699e-06
## University.industry.R.D.collaboration. 3.206452e-04 1.430913e-04
## State.of.cluster.development.and.depth. 1.403543e-03 2.182438e-03
## GERD.financed.by.abroad....GDP 3.194803e-03 1.119067e-03
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 4.893275e-04 2.469973e-04
## Patent.families.bn.PPP..GDP 7.040954e-06 7.581721e-04
## Intellectual.property.payments....total.trade 3.277312e-03 1.306483e-04
## High.tech.imports....total.trade 9.957115e-04 5.604980e-06
## ICT.services.imports....total.trade 1.814768e-02 3.036964e-03
## FDI.net.inflows....GDP 1.034372e-03 1.616761e-04
## Research.talent....in.businesses 1.108589e-04 8.589033e-04
## Patents.by.origin.bn.PPP..GDP 7.003491e-06 1.908358e-04
## PCT.patents.by.origin.bn.PPP..GDP 3.695772e-05 1.072137e-03
## Utility.models.by.origin.bn.PPP..GDP 1.688855e-03 1.030540e-02
## Scientific.and.technical.articles.bn.PPP..GDP 3.711784e-06 9.650760e-04
## Citable.documents.H.index 7.043432e-05 2.151571e-05
## Labor.productivity.growth... 6.554806e-05 1.377569e-04
## New.businesses.th.pop..15.64 1.355533e-03 4.440439e-03
## Software.spending....GDP 1.515211e-04 3.160353e-04
## ISO.9001.quality.certificates.bn.PPP..GDP 3.152957e-03 1.587152e-04
## High.tech.manufacturing... 3.670264e-04 5.407324e-05
## Intellectual.property.receipts....total.trade 1.139636e-03 1.791440e-04
## Production.and.export.complexity 1.234268e-03 3.672429e-04
## High.tech.exports....total.trade 9.221228e-04 4.986090e-05
## ICT.services.exports....total.trade 4.153190e-04 1.311650e-03
## Intangible.asset.intensity..top.15.... 1.505776e-04 3.916365e-03
## Trademarks.by.origin.bn.PPP..GDP. 2.104154e-05 1.262755e-03
## Global.brand.value..top.5.000....GDP 8.315764e-04 2.626708e-03
## Industrial.designs.by.origin.bn.PPP..GDP. 7.190877e-04 8.490899e-04
## Cultural.and.creative.services.exports....total.trade 3.746839e-03 3.660330e-03
## National.feature.films.mn.pop..15.69 3.300140e-03 4.409854e-04
## Entertainment.and.media.market.th.pop..15.69 6.481654e-04 3.757240e-04
## Printing.and.other.media....manufacturing 1.799414e-03 1.320291e-02
## Creative.goods.exports....total.trade 2.608779e-03 5.990325e-04
## Generic.top.level.domains..TLDs..th.pop..15.69 6.724221e-04 4.555134e-04
## Country.code.TLDs.th.pop..15.69 4.617235e-04 1.776242e-06
## GitHub.commits.mn.pop..15.69 1.691964e-04 1.194203e-04
## Mobile.app.creation.bn.PPP..GDP 5.683088e-04 2.317564e-05
## Dim.55 Dim.56
## Political.and.operational.stability 3.151735e-03 1.393903e-03
## Government.effectiveness 5.472189e-04 7.290241e-04
## Regulatory.quality 1.515939e-03 3.012485e-07
## Rule.of.law 1.522177e-03 6.100398e-04
## Cost.of.redudancy.dismissal 1.526846e-03 1.902927e-05
## Policies.for.doing.business 2.449416e-04 1.359360e-04
## Entrepreneurship.policies.and.culture. 3.434098e-03 3.345073e-03
## Expenditure.on.education....GDP 6.430448e-03 5.527638e-05
## Government.funding.pupil..secondary....GDP.cap 1.655997e-03 3.226630e-03
## School.life.expectancy..years 1.563521e-03 4.924525e-05
## PISA.scales.in.reading..maths.and.science 7.454156e-04 5.950052e-05
## Pupil.teacher.ratio..secondary 1.213586e-03 3.361978e-03
## Tertiary.enrolment....gross 1.358096e-04 6.033807e-05
## Graduates.in.science.and.engineering... 6.716133e-05 2.514124e-05
## Tertiary.inbound.mobility... 2.789193e-04 3.146741e-03
## Researchers..FTE.mn.pop. 6.226174e-05 1.002532e-04
## Gross.expenditure.on.R.D....GDP 3.867931e-04 2.713489e-07
## Global.corporate.R.D.investors..top.3..mn.US. 3.120212e-04 1.234089e-05
## QS.university.ranking..top.3 4.970592e-04 2.670479e-04
## ICT.access 1.199139e-03 7.315608e-03
## ICT.use 6.846580e-04 3.499529e-03
## Government.s.online.service 4.859119e-04 1.130412e-03
## E.participation 3.981977e-04 3.615369e-04
## Electricity.output..GWh.mn.pop. 8.049664e-05 4.671635e-04
## Logistics.performance 7.197419e-04 6.752697e-05
## Gross.capital.formation....GDP 6.571907e-04 1.694300e-03
## GDP.unit.of.energy.use 2.880945e-04 1.209985e-04
## Environmental.performance 2.586229e-04 1.620772e-04
## ISO.14001.environmental.certificates.bn.PPP..GDP 1.514981e-03 7.905452e-05
## Finance.for.startups.and.scaleups 1.369014e-03 3.875821e-03
## Domestic.credit.to.private.sector....GDP 1.633197e-03 1.518298e-04
## Loans.from.microfinance.institutions....GDP 7.796999e-05 6.040725e-04
## Market.capitalization....GDP 2.053439e-03 5.281609e-04
## Venture.capital.investors..deals.bn.PPP..GDP 7.585369e-04 1.260412e-04
## Venture.capital.recipients..deals.bn.PPP..GDP. 4.085524e-03 5.956939e-04
## Venture.capital.received..value....GDP. 1.434213e-03 1.328416e-03
## Applied.tariff.rate..weighted.avg.... 9.389716e-05 1.529004e-02
## Domestic.industry.diversification 1.968721e-03 9.338209e-05
## Domestic.market.scale..bn.PPP. 1.707086e-03 4.534376e-05
## Knowledge.intensive.employment... 3.798676e-04 1.125727e-05
## Firms.offering.formal.training... 3.997278e-03 5.361444e-04
## GERD.performed.by.business....GDP 5.154750e-04 8.493285e-06
## GERD.financed.by.business... 4.770043e-03 3.494635e-05
## Females.employed.w.advanced.degrees... 2.216741e-03 1.250774e-04
## University.industry.R.D.collaboration. 7.561506e-04 9.170642e-06
## State.of.cluster.development.and.depth. 9.261830e-04 8.133842e-08
## GERD.financed.by.abroad....GDP 5.680656e-04 4.072999e-06
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 9.969124e-04 6.043095e-05
## Patent.families.bn.PPP..GDP 5.288303e-06 1.194270e-04
## Intellectual.property.payments....total.trade 5.153266e-04 3.860294e-03
## High.tech.imports....total.trade 2.079235e-03 1.214147e-03
## ICT.services.imports....total.trade 5.043921e-03 1.651867e-03
## FDI.net.inflows....GDP 2.318218e-03 5.723085e-04
## Research.talent....in.businesses 4.596853e-04 3.033335e-05
## Patents.by.origin.bn.PPP..GDP 5.119463e-04 1.337589e-04
## PCT.patents.by.origin.bn.PPP..GDP 1.706696e-04 2.259305e-07
## Utility.models.by.origin.bn.PPP..GDP 8.467767e-04 3.801909e-04
## Scientific.and.technical.articles.bn.PPP..GDP 9.668671e-06 7.842758e-04
## Citable.documents.H.index 2.036587e-04 6.906191e-04
## Labor.productivity.growth... 8.608849e-04 5.555611e-03
## New.businesses.th.pop..15.64 3.238538e-08 8.565481e-05
## Software.spending....GDP 1.818748e-04 6.731015e-04
## ISO.9001.quality.certificates.bn.PPP..GDP 1.691769e-04 2.971826e-04
## High.tech.manufacturing... 1.528546e-03 7.476993e-04
## Intellectual.property.receipts....total.trade 1.149116e-03 8.237649e-04
## Production.and.export.complexity 1.020269e-03 2.996548e-04
## High.tech.exports....total.trade 3.044885e-04 5.916089e-04
## ICT.services.exports....total.trade 3.865984e-03 1.215636e-03
## Intangible.asset.intensity..top.15.... 1.198141e-03 5.278412e-04
## Trademarks.by.origin.bn.PPP..GDP. 4.060372e-03 1.430665e-03
## Global.brand.value..top.5.000....GDP 2.829016e-04 2.435454e-04
## Industrial.designs.by.origin.bn.PPP..GDP. 7.562600e-04 5.281223e-03
## Cultural.and.creative.services.exports....total.trade 1.633188e-03 4.048393e-06
## National.feature.films.mn.pop..15.69 8.214088e-04 3.461491e-04
## Entertainment.and.media.market.th.pop..15.69 9.769995e-06 3.339884e-06
## Printing.and.other.media....manufacturing 3.635827e-03 1.122598e-03
## Creative.goods.exports....total.trade 9.090084e-04 1.215402e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 1.378544e-03 1.614217e-03
## Country.code.TLDs.th.pop..15.69 5.210163e-04 2.400620e-03
## GitHub.commits.mn.pop..15.69 4.253304e-05 5.933244e-03
## Mobile.app.creation.bn.PPP..GDP 4.941301e-03 3.083309e-03
## Dim.57 Dim.58
## Political.and.operational.stability 1.459510e-03 7.027957e-04
## Government.effectiveness 2.124637e-03 3.274038e-04
## Regulatory.quality 2.016948e-03 7.163780e-04
## Rule.of.law 2.071043e-03 6.981429e-04
## Cost.of.redudancy.dismissal 1.562434e-04 1.481080e-03
## Policies.for.doing.business 8.463725e-04 3.682469e-04
## Entrepreneurship.policies.and.culture. 8.867166e-04 1.346610e-03
## Expenditure.on.education....GDP 2.726646e-04 5.793445e-04
## Government.funding.pupil..secondary....GDP.cap 4.327147e-04 1.440926e-04
## School.life.expectancy..years 1.211364e-03 1.002879e-04
## PISA.scales.in.reading..maths.and.science 2.032325e-03 8.204571e-05
## Pupil.teacher.ratio..secondary 4.675006e-04 8.548818e-07
## Tertiary.enrolment....gross 1.317399e-03 7.550204e-05
## Graduates.in.science.and.engineering... 3.345449e-04 6.150407e-04
## Tertiary.inbound.mobility... 8.431525e-04 1.599988e-03
## Researchers..FTE.mn.pop. 1.964090e-03 1.248155e-04
## Gross.expenditure.on.R.D....GDP 1.857032e-03 2.066009e-05
## Global.corporate.R.D.investors..top.3..mn.US. 1.726513e-03 3.438556e-04
## QS.university.ranking..top.3 1.643864e-03 1.770964e-03
## ICT.access 1.350735e-03 1.202952e-04
## ICT.use 1.827767e-03 3.854856e-05
## Government.s.online.service 1.405879e-03 5.598865e-04
## E.participation 1.320915e-03 6.922338e-04
## Electricity.output..GWh.mn.pop. 1.025686e-03 3.739860e-05
## Logistics.performance 2.113488e-03 3.114667e-04
## Gross.capital.formation....GDP 2.144995e-06 2.614296e-04
## GDP.unit.of.energy.use 2.205758e-04 2.412227e-04
## Environmental.performance 1.384660e-03 1.360195e-03
## ISO.14001.environmental.certificates.bn.PPP..GDP 3.923516e-04 5.174478e-05
## Finance.for.startups.and.scaleups 9.785989e-04 2.143055e-03
## Domestic.credit.to.private.sector....GDP 1.254084e-03 3.260327e-04
## Loans.from.microfinance.institutions....GDP 2.692664e-04 2.766946e-04
## Market.capitalization....GDP 5.965506e-04 7.995435e-04
## Venture.capital.investors..deals.bn.PPP..GDP 1.151249e-03 3.146580e-03
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.149321e-03 1.211665e-03
## Venture.capital.received..value....GDP. 8.281118e-04 2.728683e-04
## Applied.tariff.rate..weighted.avg.... 9.305479e-04 8.781755e-06
## Domestic.industry.diversification 8.282725e-04 2.283592e-03
## Domestic.market.scale..bn.PPP. 4.724508e-04 6.254792e-03
## Knowledge.intensive.employment... 1.691830e-03 6.696798e-04
## Firms.offering.formal.training... 1.167577e-06 9.200078e-05
## GERD.performed.by.business....GDP 1.661391e-03 1.032089e-04
## GERD.financed.by.business... 1.690690e-03 1.005718e-03
## Females.employed.w.advanced.degrees... 1.559652e-03 4.455892e-04
## University.industry.R.D.collaboration. 1.395963e-03 4.247945e-05
## State.of.cluster.development.and.depth. 1.107170e-03 5.954896e-04
## GERD.financed.by.abroad....GDP 8.915338e-04 1.008239e-03
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 1.220657e-03 3.189472e-03
## Patent.families.bn.PPP..GDP 1.862049e-03 3.279525e-04
## Intellectual.property.payments....total.trade 9.676841e-04 6.988638e-05
## High.tech.imports....total.trade 2.105113e-04 4.684889e-03
## ICT.services.imports....total.trade 7.640264e-04 2.946470e-03
## FDI.net.inflows....GDP 6.229559e-07 9.877549e-04
## Research.talent....in.businesses 1.792561e-03 8.678409e-04
## Patents.by.origin.bn.PPP..GDP 1.369576e-03 2.119646e-04
## PCT.patents.by.origin.bn.PPP..GDP 1.796939e-03 4.979773e-04
## Utility.models.by.origin.bn.PPP..GDP 5.279867e-05 3.476494e-03
## Scientific.and.technical.articles.bn.PPP..GDP 1.327423e-03 1.152703e-03
## Citable.documents.H.index 1.613020e-03 9.525241e-04
## Labor.productivity.growth... 1.509386e-04 9.668029e-04
## New.businesses.th.pop..15.64 6.209877e-04 3.449078e-03
## Software.spending....GDP 1.422684e-03 3.637593e-04
## ISO.9001.quality.certificates.bn.PPP..GDP 3.467339e-04 1.207873e-05
## High.tech.manufacturing... 1.537991e-03 2.588458e-03
## Intellectual.property.receipts....total.trade 1.612622e-03 7.043149e-04
## Production.and.export.complexity 1.369876e-03 2.722642e-03
## High.tech.exports....total.trade 1.289640e-03 3.179150e-03
## ICT.services.exports....total.trade 2.492707e-04 4.580569e-04
## Intangible.asset.intensity..top.15.... 1.337570e-03 9.490916e-04
## Trademarks.by.origin.bn.PPP..GDP. 3.326913e-04 2.749811e-04
## Global.brand.value..top.5.000....GDP 1.385107e-03 6.511134e-04
## Industrial.designs.by.origin.bn.PPP..GDP. 4.380167e-04 8.694950e-04
## Cultural.and.creative.services.exports....total.trade 7.879973e-04 1.564307e-03
## National.feature.films.mn.pop..15.69 1.318683e-03 4.722298e-04
## Entertainment.and.media.market.th.pop..15.69 1.656864e-03 3.014758e-07
## Printing.and.other.media....manufacturing 1.754196e-04 3.784764e-04
## Creative.goods.exports....total.trade 3.590981e-04 4.587652e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 1.488126e-03 1.999303e-03
## Country.code.TLDs.th.pop..15.69 1.256604e-03 1.602053e-03
## GitHub.commits.mn.pop..15.69 1.614693e-03 1.902862e-03
## Mobile.app.creation.bn.PPP..GDP 7.516306e-04 2.575728e-04
## Dim.59 Dim.60
## Political.and.operational.stability 3.541875e-04 1.294639e-03
## Government.effectiveness 1.028772e-06 1.007172e-03
## Regulatory.quality 1.262214e-04 1.108480e-03
## Rule.of.law 1.304518e-06 5.419130e-04
## Cost.of.redudancy.dismissal 6.877489e-05 2.289792e-04
## Policies.for.doing.business 1.585011e-03 3.822632e-03
## Entrepreneurship.policies.and.culture. 7.999743e-05 5.540424e-04
## Expenditure.on.education....GDP 3.070896e-05 3.262638e-04
## Government.funding.pupil..secondary....GDP.cap 5.502310e-04 7.936427e-05
## School.life.expectancy..years 1.120349e-03 6.661030e-05
## PISA.scales.in.reading..maths.and.science 5.637980e-04 2.381357e-05
## Pupil.teacher.ratio..secondary 1.847217e-03 1.110882e-03
## Tertiary.enrolment....gross 2.085581e-03 2.025983e-05
## Graduates.in.science.and.engineering... 8.970988e-04 2.574883e-05
## Tertiary.inbound.mobility... 7.111073e-05 1.218241e-03
## Researchers..FTE.mn.pop. 2.245449e-05 9.597515e-04
## Gross.expenditure.on.R.D....GDP 5.095360e-04 2.319982e-03
## Global.corporate.R.D.investors..top.3..mn.US. 1.874062e-03 1.470643e-03
## QS.university.ranking..top.3 1.744514e-03 1.885337e-06
## ICT.access 1.848551e-03 2.195197e-03
## ICT.use 1.188905e-03 8.414732e-04
## Government.s.online.service 1.030923e-03 1.155197e-04
## E.participation 1.235818e-03 5.666436e-05
## Electricity.output..GWh.mn.pop. 2.213626e-04 6.201156e-04
## Logistics.performance 8.435927e-05 5.757017e-05
## Gross.capital.formation....GDP 2.159308e-04 3.346758e-05
## GDP.unit.of.energy.use 7.571052e-06 9.573062e-04
## Environmental.performance 1.135476e-03 9.968053e-04
## ISO.14001.environmental.certificates.bn.PPP..GDP 7.009922e-03 2.699719e-04
## Finance.for.startups.and.scaleups 1.067640e-04 2.048159e-05
## Domestic.credit.to.private.sector....GDP 5.459505e-04 1.536682e-03
## Loans.from.microfinance.institutions....GDP 3.273343e-07 2.207601e-05
## Market.capitalization....GDP 2.392511e-03 3.456455e-03
## Venture.capital.investors..deals.bn.PPP..GDP 6.731392e-04 6.829725e-04
## Venture.capital.recipients..deals.bn.PPP..GDP. 8.756646e-04 1.814389e-05
## Venture.capital.received..value....GDP. 8.173651e-04 1.024673e-03
## Applied.tariff.rate..weighted.avg.... 2.253588e-03 1.347207e-03
## Domestic.industry.diversification 1.456721e-03 6.321625e-05
## Domestic.market.scale..bn.PPP. 1.445863e-03 1.503260e-04
## Knowledge.intensive.employment... 7.018377e-04 3.161131e-05
## Firms.offering.formal.training... 1.105785e-03 3.062619e-03
## GERD.performed.by.business....GDP 6.374516e-04 3.028630e-03
## GERD.financed.by.business... 2.061060e-04 5.708648e-05
## Females.employed.w.advanced.degrees... 1.678718e-03 2.099211e-04
## University.industry.R.D.collaboration. 9.733160e-04 1.056297e-03
## State.of.cluster.development.and.depth. 1.144649e-03 2.192201e-03
## GERD.financed.by.abroad....GDP 7.563246e-04 3.224993e-03
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 7.516297e-04 1.295877e-03
## Patent.families.bn.PPP..GDP 1.543853e-03 1.387743e-03
## Intellectual.property.payments....total.trade 2.697383e-04 1.569511e-07
## High.tech.imports....total.trade 5.842540e-05 1.266408e-03
## ICT.services.imports....total.trade 5.050942e-05 3.485048e-04
## FDI.net.inflows....GDP 1.479856e-03 2.922990e-03
## Research.talent....in.businesses 5.006958e-06 6.217136e-04
## Patents.by.origin.bn.PPP..GDP 1.064339e-03 3.884254e-03
## PCT.patents.by.origin.bn.PPP..GDP 1.302071e-03 1.420485e-03
## Utility.models.by.origin.bn.PPP..GDP 1.224086e-03 7.301480e-04
## Scientific.and.technical.articles.bn.PPP..GDP 2.849894e-04 1.397241e-03
## Citable.documents.H.index 1.460997e-03 9.080492e-04
## Labor.productivity.growth... 7.558886e-04 9.220670e-04
## New.businesses.th.pop..15.64 1.552741e-04 2.340027e-03
## Software.spending....GDP 2.764992e-04 5.970436e-05
## ISO.9001.quality.certificates.bn.PPP..GDP 7.768015e-03 5.747244e-04
## High.tech.manufacturing... 5.263035e-05 1.531934e-04
## Intellectual.property.receipts....total.trade 1.039439e-03 5.988956e-04
## Production.and.export.complexity 6.686718e-04 5.366957e-04
## High.tech.exports....total.trade 4.654417e-04 2.578786e-06
## ICT.services.exports....total.trade 1.053344e-03 3.256374e-04
## Intangible.asset.intensity..top.15.... 1.570309e-04 1.297013e-04
## Trademarks.by.origin.bn.PPP..GDP. 5.160745e-04 6.769581e-06
## Global.brand.value..top.5.000....GDP 3.225673e-03 4.581046e-04
## Industrial.designs.by.origin.bn.PPP..GDP. 5.324166e-05 1.607820e-03
## Cultural.and.creative.services.exports....total.trade 1.200153e-04 2.908061e-05
## National.feature.films.mn.pop..15.69 6.198912e-04 7.689181e-04
## Entertainment.and.media.market.th.pop..15.69 1.856395e-03 7.238927e-04
## Printing.and.other.media....manufacturing 1.673776e-03 5.237520e-04
## Creative.goods.exports....total.trade 2.424683e-04 1.015543e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 9.838350e-04 2.294454e-05
## Country.code.TLDs.th.pop..15.69 2.648027e-05 1.287725e-03
## GitHub.commits.mn.pop..15.69 3.374800e-04 2.723835e-05
## Mobile.app.creation.bn.PPP..GDP 8.613730e-04 5.969552e-04
## Dim.61 Dim.62
## Political.and.operational.stability 2.961035e-05 1.767163e-04
## Government.effectiveness 1.148302e-04 6.945113e-05
## Regulatory.quality 8.174411e-05 3.953759e-05
## Rule.of.law 3.832771e-04 8.860600e-05
## Cost.of.redudancy.dismissal 4.131320e-05 8.946248e-05
## Policies.for.doing.business 5.376199e-04 9.336795e-05
## Entrepreneurship.policies.and.culture. 4.696816e-04 9.701205e-06
## Expenditure.on.education....GDP 2.352888e-03 8.402442e-04
## Government.funding.pupil..secondary....GDP.cap 4.248563e-04 6.070354e-06
## School.life.expectancy..years 1.842683e-03 9.937277e-04
## PISA.scales.in.reading..maths.and.science 3.634044e-04 5.642441e-05
## Pupil.teacher.ratio..secondary 3.452685e-04 2.996219e-06
## Tertiary.enrolment....gross 7.156338e-04 1.426772e-03
## Graduates.in.science.and.engineering... 1.096921e-03 1.201012e-04
## Tertiary.inbound.mobility... 5.001437e-06 2.488233e-06
## Researchers..FTE.mn.pop. 1.454234e-06 2.820151e-04
## Gross.expenditure.on.R.D....GDP 2.845406e-05 6.802476e-04
## Global.corporate.R.D.investors..top.3..mn.US. 1.206619e-06 1.703860e-04
## QS.university.ranking..top.3 1.568498e-06 1.387322e-05
## ICT.access 1.043926e-03 7.357810e-04
## ICT.use 8.563095e-04 4.851891e-04
## Government.s.online.service 9.220446e-04 7.031919e-04
## E.participation 1.005120e-03 7.701044e-04
## Electricity.output..GWh.mn.pop. 4.628980e-03 5.854448e-04
## Logistics.performance 7.496367e-05 6.410623e-05
## Gross.capital.formation....GDP 4.809126e-04 5.643637e-04
## GDP.unit.of.energy.use 2.511210e-03 7.722584e-04
## Environmental.performance 6.407923e-04 4.847330e-05
## ISO.14001.environmental.certificates.bn.PPP..GDP 4.242894e-04 7.373998e-04
## Finance.for.startups.and.scaleups 7.746148e-04 7.365682e-05
## Domestic.credit.to.private.sector....GDP 9.600896e-05 3.237910e-04
## Loans.from.microfinance.institutions....GDP 5.686118e-04 1.061092e-04
## Market.capitalization....GDP 5.821802e-07 1.337237e-04
## Venture.capital.investors..deals.bn.PPP..GDP 1.693997e-03 4.373142e-06
## Venture.capital.recipients..deals.bn.PPP..GDP. 7.344634e-04 7.344549e-04
## Venture.capital.received..value....GDP. 1.382614e-03 1.623328e-04
## Applied.tariff.rate..weighted.avg.... 1.563733e-05 4.194348e-05
## Domestic.industry.diversification 5.914237e-05 4.037228e-05
## Domestic.market.scale..bn.PPP. 1.513642e-06 1.568120e-03
## Knowledge.intensive.employment... 4.541332e-07 2.441428e-06
## Firms.offering.formal.training... 3.558462e-03 3.335794e-04
## GERD.performed.by.business....GDP 4.337019e-05 5.878976e-04
## GERD.financed.by.business... 6.171357e-04 8.120101e-05
## Females.employed.w.advanced.degrees... 4.525199e-06 6.931819e-05
## University.industry.R.D.collaboration. 7.257198e-05 6.489631e-04
## State.of.cluster.development.and.depth. 3.144411e-04 2.284233e-05
## GERD.financed.by.abroad....GDP 1.152324e-04 3.464010e-03
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 2.190147e-04 8.959975e-05
## Patent.families.bn.PPP..GDP 2.729071e-04 4.303636e-05
## Intellectual.property.payments....total.trade 1.164671e-03 9.776289e-04
## High.tech.imports....total.trade 3.672854e-03 2.029592e-03
## ICT.services.imports....total.trade 1.740996e-04 3.382343e-05
## FDI.net.inflows....GDP 6.787672e-03 6.041679e-04
## Research.talent....in.businesses 5.069237e-04 8.389190e-05
## Patents.by.origin.bn.PPP..GDP 6.055012e-05 7.107292e-04
## PCT.patents.by.origin.bn.PPP..GDP 2.710359e-04 1.108015e-04
## Utility.models.by.origin.bn.PPP..GDP 8.329389e-04 6.873682e-04
## Scientific.and.technical.articles.bn.PPP..GDP 8.272523e-04 3.293210e-06
## Citable.documents.H.index 1.457453e-05 2.626522e-04
## Labor.productivity.growth... 7.510759e-04 1.913927e-04
## New.businesses.th.pop..15.64 4.336097e-04 2.037298e-03
## Software.spending....GDP 1.076029e-03 7.888548e-04
## ISO.9001.quality.certificates.bn.PPP..GDP 1.286410e-04 1.199394e-03
## High.tech.manufacturing... 1.109690e-04 4.304251e-04
## Intellectual.property.receipts....total.trade 5.400365e-04 5.783194e-06
## Production.and.export.complexity 1.772767e-05 7.748467e-04
## High.tech.exports....total.trade 8.587693e-04 2.172222e-03
## ICT.services.exports....total.trade 3.255108e-06 2.495184e-04
## Intangible.asset.intensity..top.15.... 3.706891e-04 2.189891e-04
## Trademarks.by.origin.bn.PPP..GDP. 1.311195e-03 1.069194e-02
## Global.brand.value..top.5.000....GDP 2.436680e-04 9.248452e-06
## Industrial.designs.by.origin.bn.PPP..GDP. 1.470003e-03 8.951767e-03
## Cultural.and.creative.services.exports....total.trade 2.821996e-03 8.863257e-05
## National.feature.films.mn.pop..15.69 2.691176e-04 2.052765e-04
## Entertainment.and.media.market.th.pop..15.69 3.756649e-05 1.350262e-05
## Printing.and.other.media....manufacturing 1.874110e-04 1.053704e-03
## Creative.goods.exports....total.trade 2.695304e-03 3.090667e-03
## Generic.top.level.domains..TLDs..th.pop..15.69 3.135774e-05 5.648461e-04
## Country.code.TLDs.th.pop..15.69 2.537417e-04 3.348466e-05
## GitHub.commits.mn.pop..15.69 3.905404e-04 8.334249e-04
## Mobile.app.creation.bn.PPP..GDP 2.942731e-03 9.446529e-04
## Dim.63 Dim.64
## Political.and.operational.stability 1.537201e-03 6.973218e-04
## Government.effectiveness 3.897095e-04 8.097472e-05
## Regulatory.quality 2.606536e-04 3.130447e-04
## Rule.of.law 3.184174e-04 1.142782e-04
## Cost.of.redudancy.dismissal 1.099377e-03 3.120370e-04
## Policies.for.doing.business 1.143923e-04 3.365702e-04
## Entrepreneurship.policies.and.culture. 3.106221e-03 2.437042e-05
## Expenditure.on.education....GDP 6.718125e-04 5.062476e-03
## Government.funding.pupil..secondary....GDP.cap 2.262142e-04 1.577106e-03
## School.life.expectancy..years 3.720868e-06 2.757203e-05
## PISA.scales.in.reading..maths.and.science 3.046101e-04 7.433317e-06
## Pupil.teacher.ratio..secondary 5.941105e-04 1.970478e-05
## Tertiary.enrolment....gross 1.727135e-05 4.476293e-04
## Graduates.in.science.and.engineering... 5.639796e-04 7.579411e-04
## Tertiary.inbound.mobility... 2.199686e-04 2.661645e-04
## Researchers..FTE.mn.pop. 1.116349e-03 5.151667e-05
## Gross.expenditure.on.R.D....GDP 2.011159e-04 7.200626e-05
## Global.corporate.R.D.investors..top.3..mn.US. 9.660951e-05 1.773918e-05
## QS.university.ranking..top.3 7.839651e-08 5.744887e-05
## ICT.access 3.094507e-05 4.342145e-07
## ICT.use 1.338424e-04 2.139120e-05
## Government.s.online.service 1.026937e-03 2.142869e-05
## E.participation 1.162511e-03 3.737363e-09
## Electricity.output..GWh.mn.pop. 1.515563e-04 6.794438e-04
## Logistics.performance 6.178676e-05 3.160409e-04
## Gross.capital.formation....GDP 2.622039e-03 4.278179e-03
## GDP.unit.of.energy.use 1.156617e-03 6.758345e-03
## Environmental.performance 1.731554e-05 5.324019e-04
## ISO.14001.environmental.certificates.bn.PPP..GDP 9.731946e-06 1.822450e-04
## Finance.for.startups.and.scaleups 3.263195e-03 8.933253e-05
## Domestic.credit.to.private.sector....GDP 2.003318e-03 3.861096e-07
## Loans.from.microfinance.institutions....GDP 1.774426e-04 1.691644e-03
## Market.capitalization....GDP 1.940299e-05 4.668958e-04
## Venture.capital.investors..deals.bn.PPP..GDP 7.147925e-04 4.648755e-04
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.544070e-03 2.890215e-03
## Venture.capital.received..value....GDP. 2.076833e-03 4.030132e-03
## Applied.tariff.rate..weighted.avg.... 2.870060e-04 2.940144e-04
## Domestic.industry.diversification 1.338230e-03 2.882729e-04
## Domestic.market.scale..bn.PPP. 8.596870e-04 3.523873e-04
## Knowledge.intensive.employment... 1.191363e-05 3.335041e-05
## Firms.offering.formal.training... 4.831708e-04 1.057752e-03
## GERD.performed.by.business....GDP 2.395980e-04 1.715681e-05
## GERD.financed.by.business... 1.666331e-04 1.873599e-04
## Females.employed.w.advanced.degrees... 4.608999e-05 6.503071e-08
## University.industry.R.D.collaboration. 1.338869e-07 2.652527e-04
## State.of.cluster.development.and.depth. 4.646954e-06 6.050452e-04
## GERD.financed.by.abroad....GDP 5.920585e-07 3.899028e-04
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 7.053374e-05 9.597793e-04
## Patent.families.bn.PPP..GDP 1.528191e-05 9.434638e-05
## Intellectual.property.payments....total.trade 9.286750e-04 2.380396e-03
## High.tech.imports....total.trade 1.323822e-03 1.945685e-04
## ICT.services.imports....total.trade 1.580851e-04 4.774606e-05
## FDI.net.inflows....GDP 2.255175e-04 2.743778e-04
## Research.talent....in.businesses 1.625053e-04 1.672149e-04
## Patents.by.origin.bn.PPP..GDP 1.078714e-04 4.678815e-07
## PCT.patents.by.origin.bn.PPP..GDP 9.278314e-07 4.352274e-05
## Utility.models.by.origin.bn.PPP..GDP 2.567225e-03 3.841518e-04
## Scientific.and.technical.articles.bn.PPP..GDP 1.851537e-05 2.495289e-04
## Citable.documents.H.index 1.482551e-04 8.619580e-09
## Labor.productivity.growth... 5.700956e-04 2.152592e-03
## New.businesses.th.pop..15.64 7.545905e-04 1.975388e-05
## Software.spending....GDP 3.007632e-04 2.221429e-04
## ISO.9001.quality.certificates.bn.PPP..GDP 8.542997e-05 1.492349e-05
## High.tech.manufacturing... 2.455331e-05 1.651766e-06
## Intellectual.property.receipts....total.trade 1.268201e-04 1.023522e-04
## Production.and.export.complexity 1.256281e-04 2.979484e-05
## High.tech.exports....total.trade 5.386987e-07 2.278402e-04
## ICT.services.exports....total.trade 4.978582e-03 9.772314e-04
## Intangible.asset.intensity..top.15.... 2.375427e-03 7.536442e-06
## Trademarks.by.origin.bn.PPP..GDP. 6.965929e-04 3.964147e-04
## Global.brand.value..top.5.000....GDP 8.526440e-05 8.291251e-07
## Industrial.designs.by.origin.bn.PPP..GDP. 4.732598e-04 3.021598e-04
## Cultural.and.creative.services.exports....total.trade 2.905497e-03 8.869410e-05
## National.feature.films.mn.pop..15.69 3.348579e-04 1.047614e-04
## Entertainment.and.media.market.th.pop..15.69 2.075166e-04 1.780048e-04
## Printing.and.other.media....manufacturing 1.901067e-03 1.064515e-03
## Creative.goods.exports....total.trade 1.620807e-03 2.615050e-04
## Generic.top.level.domains..TLDs..th.pop..15.69 2.065823e-05 3.099278e-04
## Country.code.TLDs.th.pop..15.69 7.562666e-04 4.581322e-04
## GitHub.commits.mn.pop..15.69 1.655243e-07 1.011609e-04
## Mobile.app.creation.bn.PPP..GDP 4.226386e-04 3.488528e-03
## Dim.65 Dim.66
## Political.and.operational.stability 9.358311e-04 4.321438e-06
## Government.effectiveness 2.729249e-04 5.122063e-05
## Regulatory.quality 9.072830e-05 3.946760e-05
## Rule.of.law 1.904472e-04 7.861056e-08
## Cost.of.redudancy.dismissal 2.162273e-03 4.217528e-03
## Policies.for.doing.business 5.154003e-03 2.275182e-08
## Entrepreneurship.policies.and.culture. 3.507713e-04 4.809834e-05
## Expenditure.on.education....GDP 7.944799e-05 3.292564e-03
## Government.funding.pupil..secondary....GDP.cap 1.432678e-03 6.456981e-04
## School.life.expectancy..years 3.986083e-04 5.274564e-04
## PISA.scales.in.reading..maths.and.science 1.099595e-04 4.302410e-05
## Pupil.teacher.ratio..secondary 4.364990e-04 4.657224e-04
## Tertiary.enrolment....gross 4.861286e-04 2.620070e-04
## Graduates.in.science.and.engineering... 5.814654e-04 2.434801e-04
## Tertiary.inbound.mobility... 4.540521e-04 4.917025e-04
## Researchers..FTE.mn.pop. 1.777954e-05 2.163433e-05
## Gross.expenditure.on.R.D....GDP 2.390763e-04 5.964555e-06
## Global.corporate.R.D.investors..top.3..mn.US. 8.403829e-06 1.464156e-04
## QS.university.ranking..top.3 7.510194e-04 3.764419e-06
## ICT.access 2.786992e-08 1.502214e-04
## ICT.use 2.149193e-06 1.609126e-05
## Government.s.online.service 4.973157e-04 2.474931e-04
## E.participation 3.907658e-04 2.421834e-04
## Electricity.output..GWh.mn.pop. 5.745966e-05 3.177341e-08
## Logistics.performance 1.018151e-05 2.631552e-05
## Gross.capital.formation....GDP 4.891407e-03 1.035798e-03
## GDP.unit.of.energy.use 1.752591e-04 3.863199e-04
## Environmental.performance 1.799700e-05 1.160316e-04
## ISO.14001.environmental.certificates.bn.PPP..GDP 2.591994e-05 4.515671e-03
## Finance.for.startups.and.scaleups 3.200999e-07 4.602058e-04
## Domestic.credit.to.private.sector....GDP 1.409199e-05 5.139227e-05
## Loans.from.microfinance.institutions....GDP 2.210486e-03 6.956708e-04
## Market.capitalization....GDP 2.771657e-03 5.440113e-04
## Venture.capital.investors..deals.bn.PPP..GDP 8.440521e-05 1.238704e-04
## Venture.capital.recipients..deals.bn.PPP..GDP. 9.159839e-06 2.700361e-04
## Venture.capital.received..value....GDP. 4.936889e-05 5.163779e-04
## Applied.tariff.rate..weighted.avg.... 1.050004e-05 8.332391e-04
## Domestic.industry.diversification 1.749094e-07 5.312898e-04
## Domestic.market.scale..bn.PPP. 1.192353e-04 7.617805e-04
## Knowledge.intensive.employment... 1.124099e-03 1.616349e-04
## Firms.offering.formal.training... 2.702084e-03 1.492952e-03
## GERD.performed.by.business....GDP 6.233473e-04 1.089756e-06
## GERD.financed.by.business... 9.967180e-06 7.258987e-05
## Females.employed.w.advanced.degrees... 6.217493e-04 3.915970e-04
## University.industry.R.D.collaboration. 3.171864e-03 2.400794e-07
## State.of.cluster.development.and.depth. 3.394219e-03 3.879189e-05
## GERD.financed.by.abroad....GDP 4.785456e-04 1.522265e-05
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 1.806015e-04 2.645460e-06
## Patent.families.bn.PPP..GDP 1.142974e-04 4.655672e-06
## Intellectual.property.payments....total.trade 3.243154e-04 1.310242e-03
## High.tech.imports....total.trade 2.247748e-04 1.125194e-03
## ICT.services.imports....total.trade 7.967090e-04 3.042854e-05
## FDI.net.inflows....GDP 9.143300e-05 4.982929e-04
## Research.talent....in.businesses 2.754947e-06 2.104527e-08
## Patents.by.origin.bn.PPP..GDP 1.477928e-04 9.854867e-05
## PCT.patents.by.origin.bn.PPP..GDP 1.557372e-04 4.786920e-07
## Utility.models.by.origin.bn.PPP..GDP 2.500946e-04 9.404628e-04
## Scientific.and.technical.articles.bn.PPP..GDP 8.429579e-06 1.299953e-03
## Citable.documents.H.index 3.710138e-04 6.264303e-04
## Labor.productivity.growth... 3.145810e-03 6.098816e-05
## New.businesses.th.pop..15.64 7.795537e-05 3.060042e-05
## Software.spending....GDP 3.522049e-04 2.017126e-05
## ISO.9001.quality.certificates.bn.PPP..GDP 5.144196e-04 1.746017e-03
## High.tech.manufacturing... 1.846707e-04 1.627858e-05
## Intellectual.property.receipts....total.trade 1.718181e-05 3.166974e-05
## Production.and.export.complexity 7.037535e-06 3.824084e-05
## High.tech.exports....total.trade 2.756627e-06 1.721744e-04
## ICT.services.exports....total.trade 1.232048e-05 3.692949e-03
## Intangible.asset.intensity..top.15.... 1.858360e-07 9.487193e-05
## Trademarks.by.origin.bn.PPP..GDP. 1.118815e-04 3.400538e-04
## Global.brand.value..top.5.000....GDP 5.759769e-04 4.924657e-05
## Industrial.designs.by.origin.bn.PPP..GDP. 6.141085e-05 5.215014e-04
## Cultural.and.creative.services.exports....total.trade 3.150512e-05 1.350962e-06
## National.feature.films.mn.pop..15.69 3.997099e-05 2.033847e-06
## Entertainment.and.media.market.th.pop..15.69 4.399008e-04 1.063715e-06
## Printing.and.other.media....manufacturing 5.079127e-04 5.848885e-03
## Creative.goods.exports....total.trade 1.025334e-04 2.341548e-04
## Generic.top.level.domains..TLDs..th.pop..15.69 3.435891e-04 4.513308e-06
## Country.code.TLDs.th.pop..15.69 1.306073e-04 2.014814e-04
## GitHub.commits.mn.pop..15.69 1.367738e-04 5.573086e-04
## Mobile.app.creation.bn.PPP..GDP 5.819292e-04 7.051561e-04
## Dim.67 Dim.68
## Political.and.operational.stability 2.222014e-05 3.380344e-04
## Government.effectiveness 1.633030e-04 4.975394e-05
## Regulatory.quality 1.809893e-04 3.018419e-05
## Rule.of.law 4.294750e-06 4.033808e-06
## Cost.of.redudancy.dismissal 3.405322e-03 1.015927e-03
## Policies.for.doing.business 4.511201e-04 1.740234e-06
## Entrepreneurship.policies.and.culture. 4.691523e-04 2.841197e-03
## Expenditure.on.education....GDP 1.587346e-05 7.825344e-05
## Government.funding.pupil..secondary....GDP.cap 9.230548e-03 9.095121e-04
## School.life.expectancy..years 3.125566e-04 2.323486e-03
## PISA.scales.in.reading..maths.and.science 2.424726e-04 1.326512e-05
## Pupil.teacher.ratio..secondary 3.792540e-03 1.577359e-04
## Tertiary.enrolment....gross 6.395436e-04 1.633200e-03
## Graduates.in.science.and.engineering... 5.190804e-05 1.541945e-04
## Tertiary.inbound.mobility... 2.452139e-04 6.870951e-04
## Researchers..FTE.mn.pop. 2.648081e-06 3.959575e-05
## Gross.expenditure.on.R.D....GDP 1.259390e-04 1.999863e-04
## Global.corporate.R.D.investors..top.3..mn.US. 4.920410e-05 1.374647e-04
## QS.university.ranking..top.3 5.460041e-04 8.679058e-05
## ICT.access 2.574973e-05 1.904815e-06
## ICT.use 2.396441e-06 4.294278e-06
## Government.s.online.service 9.591805e-04 8.863477e-04
## E.participation 1.263750e-03 1.197291e-03
## Electricity.output..GWh.mn.pop. 7.447098e-05 4.156950e-04
## Logistics.performance 2.032620e-06 1.729915e-06
## Gross.capital.formation....GDP 7.821603e-05 1.663850e-04
## GDP.unit.of.energy.use 5.087873e-04 4.235802e-03
## Environmental.performance 2.454936e-04 4.116116e-04
## ISO.14001.environmental.certificates.bn.PPP..GDP 4.461626e-04 2.706221e-04
## Finance.for.startups.and.scaleups 5.788186e-06 1.889203e-03
## Domestic.credit.to.private.sector....GDP 8.110670e-05 6.380497e-05
## Loans.from.microfinance.institutions....GDP 5.104793e-03 1.299198e-04
## Market.capitalization....GDP 6.899404e-05 3.088476e-04
## Venture.capital.investors..deals.bn.PPP..GDP 9.632925e-05 2.856294e-08
## Venture.capital.recipients..deals.bn.PPP..GDP. 5.731055e-05 4.595131e-05
## Venture.capital.received..value....GDP. 6.287289e-08 3.773549e-05
## Applied.tariff.rate..weighted.avg.... 2.200887e-04 1.225435e-06
## Domestic.industry.diversification 2.454359e-06 4.294585e-03
## Domestic.market.scale..bn.PPP. 1.167543e-04 1.276549e-04
## Knowledge.intensive.employment... 2.108443e-04 1.843922e-06
## Firms.offering.formal.training... 4.850321e-04 6.773788e-04
## GERD.performed.by.business....GDP 1.533431e-04 6.623797e-05
## GERD.financed.by.business... 5.489734e-07 2.057639e-04
## Females.employed.w.advanced.degrees... 1.239424e-03 8.923429e-05
## University.industry.R.D.collaboration. 5.756523e-04 2.378801e-04
## State.of.cluster.development.and.depth. 1.557217e-03 1.359319e-04
## GERD.financed.by.abroad....GDP 1.463003e-04 1.055318e-03
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 1.410763e-07 8.653943e-06
## Patent.families.bn.PPP..GDP 3.509384e-05 6.660852e-06
## Intellectual.property.payments....total.trade 1.694552e-04 7.082945e-04
## High.tech.imports....total.trade 8.922947e-04 1.579428e-06
## ICT.services.imports....total.trade 1.151405e-05 1.746370e-03
## FDI.net.inflows....GDP 6.110869e-04 8.862449e-04
## Research.talent....in.businesses 4.383677e-06 1.384149e-04
## Patents.by.origin.bn.PPP..GDP 1.806798e-04 4.803171e-05
## PCT.patents.by.origin.bn.PPP..GDP 1.205679e-04 9.776574e-05
## Utility.models.by.origin.bn.PPP..GDP 6.894036e-04 4.170410e-05
## Scientific.and.technical.articles.bn.PPP..GDP 3.182056e-04 5.429014e-04
## Citable.documents.H.index 1.642609e-04 1.364865e-04
## Labor.productivity.growth... 1.640697e-04 1.567265e-03
## New.businesses.th.pop..15.64 4.473596e-04 5.177127e-06
## Software.spending....GDP 1.064145e-04 1.159950e-03
## ISO.9001.quality.certificates.bn.PPP..GDP 1.615769e-03 1.430301e-07
## High.tech.manufacturing... 2.410497e-05 1.115327e-04
## Intellectual.property.receipts....total.trade 1.174767e-04 3.125031e-04
## Production.and.export.complexity 2.299500e-05 1.264500e-06
## High.tech.exports....total.trade 7.497115e-05 1.434019e-04
## ICT.services.exports....total.trade 2.696972e-04 5.617014e-06
## Intangible.asset.intensity..top.15.... 1.009693e-04 5.743359e-05
## Trademarks.by.origin.bn.PPP..GDP. 4.649894e-04 1.946911e-04
## Global.brand.value..top.5.000....GDP 1.932239e-05 5.120333e-04
## Industrial.designs.by.origin.bn.PPP..GDP. 2.985724e-03 3.771638e-05
## Cultural.and.creative.services.exports....total.trade 2.779335e-05 1.337352e-04
## National.feature.films.mn.pop..15.69 4.680759e-05 2.419317e-05
## Entertainment.and.media.market.th.pop..15.69 1.260354e-05 7.455132e-04
## Printing.and.other.media....manufacturing 3.373423e-04 2.167166e-03
## Creative.goods.exports....total.trade 7.135229e-06 2.227770e-06
## Generic.top.level.domains..TLDs..th.pop..15.69 3.708850e-05 1.321694e-04
## Country.code.TLDs.th.pop..15.69 3.426740e-04 3.077245e-04
## GitHub.commits.mn.pop..15.69 1.577186e-05 5.690422e-04
## Mobile.app.creation.bn.PPP..GDP 2.294925e-04 8.705469e-05
## Dim.69 Dim.70
## Political.and.operational.stability 1.875816e-06 7.295251e-05
## Government.effectiveness 1.425280e-05 1.056705e-05
## Regulatory.quality 4.866609e-06 2.773513e-06
## Rule.of.law 1.469947e-04 1.115458e-06
## Cost.of.redudancy.dismissal 4.530536e-04 1.193767e-03
## Policies.for.doing.business 1.063733e-04 1.062049e-05
## Entrepreneurship.policies.and.culture. 2.454276e-03 1.711807e-03
## Expenditure.on.education....GDP 3.544909e-04 1.153754e-03
## Government.funding.pupil..secondary....GDP.cap 2.753402e-05 7.902222e-04
## School.life.expectancy..years 4.986322e-06 1.452805e-03
## PISA.scales.in.reading..maths.and.science 4.015073e-05 6.548934e-05
## Pupil.teacher.ratio..secondary 3.027089e-03 5.629005e-06
## Tertiary.enrolment....gross 8.784666e-05 6.629698e-04
## Graduates.in.science.and.engineering... 6.098834e-03 3.074226e-03
## Tertiary.inbound.mobility... 2.117405e-06 3.257072e-04
## Researchers..FTE.mn.pop. 3.554479e-05 9.435250e-05
## Gross.expenditure.on.R.D....GDP 5.591702e-05 3.139264e-06
## Global.corporate.R.D.investors..top.3..mn.US. 7.321607e-05 1.552997e-05
## QS.university.ranking..top.3 7.396245e-05 2.949303e-05
## ICT.access 3.217058e-05 2.253886e-07
## ICT.use 1.901943e-06 2.217750e-04
## Government.s.online.service 2.419805e-04 3.064214e-04
## E.participation 4.834257e-04 5.463549e-04
## Electricity.output..GWh.mn.pop. 3.995395e-05 9.457593e-05
## Logistics.performance 2.402637e-04 2.109475e-06
## Gross.capital.formation....GDP 1.466612e-05 1.126641e-03
## GDP.unit.of.energy.use 4.823394e-06 3.542360e-07
## Environmental.performance 3.873120e-04 1.844616e-04
## ISO.14001.environmental.certificates.bn.PPP..GDP 1.181150e-03 1.886184e-04
## Finance.for.startups.and.scaleups 2.455545e-03 6.926332e-04
## Domestic.credit.to.private.sector....GDP 7.698395e-04 9.652163e-04
## Loans.from.microfinance.institutions....GDP 6.510235e-04 5.736164e-04
## Market.capitalization....GDP 9.698984e-07 4.498717e-05
## Venture.capital.investors..deals.bn.PPP..GDP 1.347812e-05 1.191137e-06
## Venture.capital.recipients..deals.bn.PPP..GDP. 6.032280e-05 2.194967e-08
## Venture.capital.received..value....GDP. 1.556145e-06 3.878553e-04
## Applied.tariff.rate..weighted.avg.... 6.571461e-04 1.466918e-05
## Domestic.industry.diversification 7.829651e-05 9.183285e-05
## Domestic.market.scale..bn.PPP. 8.415334e-06 1.314106e-04
## Knowledge.intensive.employment... 9.858336e-05 7.038389e-04
## Firms.offering.formal.training... 2.553852e-04 6.268170e-04
## GERD.performed.by.business....GDP 6.940188e-05 3.109686e-05
## GERD.financed.by.business... 1.105024e-04 4.532577e-05
## Females.employed.w.advanced.degrees... 2.731041e-04 3.736984e-04
## University.industry.R.D.collaboration. 1.080812e-05 1.241945e-04
## State.of.cluster.development.and.depth. 2.745481e-07 4.927814e-05
## GERD.financed.by.abroad....GDP 3.348347e-04 4.736050e-05
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 3.669571e-06 1.290570e-07
## Patent.families.bn.PPP..GDP 2.622410e-04 2.932771e-05
## Intellectual.property.payments....total.trade 1.072021e-03 3.004411e-04
## High.tech.imports....total.trade 4.607686e-04 4.377103e-04
## ICT.services.imports....total.trade 7.416131e-04 6.519418e-05
## FDI.net.inflows....GDP 8.837618e-05 5.770942e-04
## Research.talent....in.businesses 6.367153e-08 2.114439e-05
## Patents.by.origin.bn.PPP..GDP 3.390729e-04 3.467585e-05
## PCT.patents.by.origin.bn.PPP..GDP 2.118080e-04 1.369922e-04
## Utility.models.by.origin.bn.PPP..GDP 2.816708e-04 1.657136e-05
## Scientific.and.technical.articles.bn.PPP..GDP 9.356835e-04 2.053168e-04
## Citable.documents.H.index 2.382094e-05 8.845844e-05
## Labor.productivity.growth... 3.610859e-04 3.436517e-03
## New.businesses.th.pop..15.64 1.815662e-03 1.082276e-03
## Software.spending....GDP 2.709951e-04 1.426451e-04
## ISO.9001.quality.certificates.bn.PPP..GDP 2.769814e-04 2.183581e-04
## High.tech.manufacturing... 1.816665e-04 1.124761e-04
## Intellectual.property.receipts....total.trade 1.078285e-03 6.049137e-05
## Production.and.export.complexity 4.298516e-04 5.513131e-04
## High.tech.exports....total.trade 8.896956e-05 1.057735e-04
## ICT.services.exports....total.trade 1.591192e-07 6.521393e-04
## Intangible.asset.intensity..top.15.... 4.636512e-04 6.449885e-04
## Trademarks.by.origin.bn.PPP..GDP. 1.250304e-03 1.649999e-05
## Global.brand.value..top.5.000....GDP 2.680059e-04 4.910147e-07
## Industrial.designs.by.origin.bn.PPP..GDP. 7.938826e-06 7.819441e-05
## Cultural.and.creative.services.exports....total.trade 1.307593e-03 5.187482e-04
## National.feature.films.mn.pop..15.69 2.099122e-03 4.572952e-04
## Entertainment.and.media.market.th.pop..15.69 2.113309e-05 4.506847e-07
## Printing.and.other.media....manufacturing 3.611082e-04 9.301631e-05
## Creative.goods.exports....total.trade 7.766839e-04 4.000428e-05
## Generic.top.level.domains..TLDs..th.pop..15.69 1.729628e-04 7.986266e-06
## Country.code.TLDs.th.pop..15.69 1.069404e-03 4.829443e-05
## GitHub.commits.mn.pop..15.69 9.328103e-06 3.550127e-04
## Mobile.app.creation.bn.PPP..GDP 1.102797e-04 3.753604e-04
## Dim.71 Dim.72
## Political.and.operational.stability 5.160614e-07 2.365880e-04
## Government.effectiveness 2.852744e-06 5.399211e-05
## Regulatory.quality 6.467372e-05 2.213034e-04
## Rule.of.law 2.056393e-05 1.542481e-04
## Cost.of.redudancy.dismissal 1.159519e-03 1.082364e-04
## Policies.for.doing.business 6.589528e-06 3.583497e-04
## Entrepreneurship.policies.and.culture. 2.689795e-05 3.855346e-04
## Expenditure.on.education....GDP 1.497771e-06 2.467749e-03
## Government.funding.pupil..secondary....GDP.cap 1.052226e-03 1.320464e-04
## School.life.expectancy..years 6.869774e-04 1.698712e-04
## PISA.scales.in.reading..maths.and.science 3.326244e-05 2.767393e-05
## Pupil.teacher.ratio..secondary 1.921532e-03 1.245353e-03
## Tertiary.enrolment....gross 4.219447e-05 1.945745e-04
## Graduates.in.science.and.engineering... 2.573446e-03 2.245345e-04
## Tertiary.inbound.mobility... 8.566410e-04 7.848722e-04
## Researchers..FTE.mn.pop. 1.947155e-04 4.130625e-06
## Gross.expenditure.on.R.D....GDP 6.021798e-06 1.180204e-05
## Global.corporate.R.D.investors..top.3..mn.US. 1.511579e-05 8.711546e-08
## QS.university.ranking..top.3 6.210502e-06 2.002318e-05
## ICT.access 1.375868e-04 1.127458e-06
## ICT.use 1.011724e-04 2.940757e-05
## Government.s.online.service 1.506478e-04 1.068510e-04
## E.participation 7.064457e-05 1.202044e-04
## Electricity.output..GWh.mn.pop. 1.226716e-03 1.163796e-03
## Logistics.performance 9.169303e-05 3.053075e-05
## Gross.capital.formation....GDP 2.001124e-03 1.850904e-04
## GDP.unit.of.energy.use 2.244638e-04 9.700673e-04
## Environmental.performance 1.103217e-05 5.674563e-04
## ISO.14001.environmental.certificates.bn.PPP..GDP 2.814867e-05 1.427702e-04
## Finance.for.startups.and.scaleups 1.067583e-05 5.353820e-04
## Domestic.credit.to.private.sector....GDP 2.970910e-05 2.372293e-05
## Loans.from.microfinance.institutions....GDP 6.135872e-04 2.634069e-03
## Market.capitalization....GDP 2.220266e-05 2.581229e-05
## Venture.capital.investors..deals.bn.PPP..GDP 1.422675e-05 5.803571e-06
## Venture.capital.recipients..deals.bn.PPP..GDP. 4.064626e-04 3.295502e-04
## Venture.capital.received..value....GDP. 1.152566e-03 7.889078e-04
## Applied.tariff.rate..weighted.avg.... 6.619326e-04 7.088704e-04
## Domestic.industry.diversification 2.590435e-04 3.530439e-05
## Domestic.market.scale..bn.PPP. 2.702590e-04 1.371575e-09
## Knowledge.intensive.employment... 1.400653e-04 1.095324e-05
## Firms.offering.formal.training... 5.542710e-05 2.796460e-05
## GERD.performed.by.business....GDP 1.110701e-04 2.559201e-09
## GERD.financed.by.business... 3.835214e-05 1.155477e-05
## Females.employed.w.advanced.degrees... 2.251190e-04 1.819872e-05
## University.industry.R.D.collaboration. 7.042421e-05 4.063743e-04
## State.of.cluster.development.and.depth. 1.118620e-04 2.360909e-04
## GERD.financed.by.abroad....GDP 5.814052e-04 1.356019e-04
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 2.621717e-06 3.553509e-04
## Patent.families.bn.PPP..GDP 4.520781e-05 6.729551e-07
## Intellectual.property.payments....total.trade 6.517898e-04 1.235491e-07
## High.tech.imports....total.trade 1.948947e-05 4.532468e-06
## ICT.services.imports....total.trade 6.484078e-04 4.162093e-04
## FDI.net.inflows....GDP 4.243708e-04 9.568431e-04
## Research.talent....in.businesses 1.359989e-05 6.879489e-05
## Patents.by.origin.bn.PPP..GDP 6.574899e-06 2.026687e-05
## PCT.patents.by.origin.bn.PPP..GDP 2.325004e-05 4.658754e-05
## Utility.models.by.origin.bn.PPP..GDP 1.379411e-03 1.454818e-03
## Scientific.and.technical.articles.bn.PPP..GDP 7.650851e-04 1.890333e-05
## Citable.documents.H.index 1.785789e-05 3.047011e-08
## Labor.productivity.growth... 7.222848e-04 8.895297e-04
## New.businesses.th.pop..15.64 1.146497e-04 5.522763e-05
## Software.spending....GDP 8.084628e-05 9.881125e-06
## ISO.9001.quality.certificates.bn.PPP..GDP 4.822727e-07 1.188698e-04
## High.tech.manufacturing... 9.931993e-04 2.667358e-07
## Intellectual.property.receipts....total.trade 2.446390e-05 1.095242e-04
## Production.and.export.complexity 3.436077e-05 2.890807e-04
## High.tech.exports....total.trade 4.194325e-05 4.197831e-04
## ICT.services.exports....total.trade 4.379283e-04 1.527886e-03
## Intangible.asset.intensity..top.15.... 3.505928e-04 1.005895e-04
## Trademarks.by.origin.bn.PPP..GDP. 3.753953e-04 7.845416e-05
## Global.brand.value..top.5.000....GDP 9.780287e-06 1.475219e-05
## Industrial.designs.by.origin.bn.PPP..GDP. 2.079117e-04 2.080401e-05
## Cultural.and.creative.services.exports....total.trade 4.235769e-04 2.113121e-04
## National.feature.films.mn.pop..15.69 6.360994e-08 6.712716e-05
## Entertainment.and.media.market.th.pop..15.69 1.720700e-06 1.964017e-05
## Printing.and.other.media....manufacturing 7.412937e-04 8.228369e-07
## Creative.goods.exports....total.trade 1.412101e-05 2.377397e-04
## Generic.top.level.domains..TLDs..th.pop..15.69 1.076244e-07 2.491735e-05
## Country.code.TLDs.th.pop..15.69 8.317260e-04 2.441398e-06
## GitHub.commits.mn.pop..15.69 2.614993e-05 1.139221e-05
## Mobile.app.creation.bn.PPP..GDP 8.636168e-06 6.408866e-06
## Dim.73 Dim.74
## Political.and.operational.stability 3.275229e-05 1.622691e-07
## Government.effectiveness 1.898767e-07 5.778389e-08
## Regulatory.quality 2.745949e-05 1.316279e-05
## Rule.of.law 1.712519e-08 7.911563e-09
## Cost.of.redudancy.dismissal 1.469121e-03 2.181148e-07
## Policies.for.doing.business 5.733829e-04 1.973682e-04
## Entrepreneurship.policies.and.culture. 5.692057e-04 4.257822e-05
## Expenditure.on.education....GDP 1.839901e-04 9.840968e-05
## Government.funding.pupil..secondary....GDP.cap 1.908553e-07 1.423227e-04
## School.life.expectancy..years 7.207387e-06 7.641384e-06
## PISA.scales.in.reading..maths.and.science 9.857619e-06 7.093572e-05
## Pupil.teacher.ratio..secondary 2.549375e-05 2.544263e-05
## Tertiary.enrolment....gross 1.808830e-05 9.916729e-05
## Graduates.in.science.and.engineering... 6.223515e-04 2.825655e-04
## Tertiary.inbound.mobility... 8.822500e-04 7.240186e-04
## Researchers..FTE.mn.pop. 7.247204e-06 5.164571e-05
## Gross.expenditure.on.R.D....GDP 2.215103e-05 6.506790e-05
## Global.corporate.R.D.investors..top.3..mn.US. 1.384299e-05 8.808648e-05
## QS.university.ranking..top.3 4.570496e-05 5.097610e-07
## ICT.access 4.541670e-05 4.642875e-05
## ICT.use 8.059871e-05 6.896583e-05
## Government.s.online.service 8.484976e-04 8.564534e-08
## E.participation 6.621837e-04 3.439890e-05
## Electricity.output..GWh.mn.pop. 6.664200e-04 5.942342e-04
## Logistics.performance 4.625092e-05 1.776074e-05
## Gross.capital.formation....GDP 6.256475e-04 3.405997e-03
## GDP.unit.of.energy.use 7.155073e-04 7.172245e-04
## Environmental.performance 2.643367e-04 1.733682e-05
## ISO.14001.environmental.certificates.bn.PPP..GDP 4.637576e-05 3.228570e-04
## Finance.for.startups.and.scaleups 3.778596e-04 7.668284e-06
## Domestic.credit.to.private.sector....GDP 4.095815e-06 6.007289e-04
## Loans.from.microfinance.institutions....GDP 2.726161e-03 1.018230e-03
## Market.capitalization....GDP 4.012930e-07 1.693452e-04
## Venture.capital.investors..deals.bn.PPP..GDP 6.970675e-05 5.924203e-05
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.420301e-05 2.214454e-04
## Venture.capital.received..value....GDP. 1.014476e-04 6.410333e-05
## Applied.tariff.rate..weighted.avg.... 3.257544e-04 3.816865e-04
## Domestic.industry.diversification 4.124714e-05 5.189216e-05
## Domestic.market.scale..bn.PPP. 4.760790e-06 3.635507e-05
## Knowledge.intensive.employment... 6.619691e-06 6.751846e-05
## Firms.offering.formal.training... 3.669316e-05 3.288657e-04
## GERD.performed.by.business....GDP 3.608439e-05 2.005541e-04
## GERD.financed.by.business... 1.596355e-05 1.728260e-05
## Females.employed.w.advanced.degrees... 5.881159e-06 1.586361e-04
## University.industry.R.D.collaboration. 2.352387e-04 9.452684e-05
## State.of.cluster.development.and.depth. 2.444573e-04 9.269360e-05
## GERD.financed.by.abroad....GDP 3.536037e-05 1.873576e-04
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 1.086180e-04 5.997390e-05
## Patent.families.bn.PPP..GDP 4.505470e-05 1.396865e-05
## Intellectual.property.payments....total.trade 7.468258e-05 1.993568e-06
## High.tech.imports....total.trade 1.108265e-03 1.052663e-07
## ICT.services.imports....total.trade 1.829805e-04 1.330351e-06
## FDI.net.inflows....GDP 2.402469e-05 1.089265e-03
## Research.talent....in.businesses 5.455731e-05 1.404513e-05
## Patents.by.origin.bn.PPP..GDP 1.329660e-05 6.581289e-05
## PCT.patents.by.origin.bn.PPP..GDP 2.542517e-05 5.501288e-05
## Utility.models.by.origin.bn.PPP..GDP 6.854571e-04 7.640601e-04
## Scientific.and.technical.articles.bn.PPP..GDP 1.250625e-04 6.667504e-05
## Citable.documents.H.index 2.806766e-05 7.844806e-09
## Labor.productivity.growth... 1.870959e-04 2.381532e-03
## New.businesses.th.pop..15.64 7.834581e-06 2.350361e-04
## Software.spending....GDP 3.574335e-04 4.525199e-04
## ISO.9001.quality.certificates.bn.PPP..GDP 1.005200e-06 5.304438e-04
## High.tech.manufacturing... 1.351366e-05 7.203099e-05
## Intellectual.property.receipts....total.trade 2.258189e-04 3.539032e-05
## Production.and.export.complexity 1.531494e-04 8.193171e-05
## High.tech.exports....total.trade 1.124319e-04 1.343589e-05
## ICT.services.exports....total.trade 1.478696e-03 2.284587e-03
## Intangible.asset.intensity..top.15.... 8.563200e-07 5.258451e-07
## Trademarks.by.origin.bn.PPP..GDP. 5.151701e-06 4.850136e-04
## Global.brand.value..top.5.000....GDP 1.774126e-05 8.189347e-05
## Industrial.designs.by.origin.bn.PPP..GDP. 4.016212e-04 2.923837e-04
## Cultural.and.creative.services.exports....total.trade 5.921610e-04 3.436154e-04
## National.feature.films.mn.pop..15.69 2.548154e-05 3.332260e-04
## Entertainment.and.media.market.th.pop..15.69 3.497000e-04 2.480789e-04
## Printing.and.other.media....manufacturing 1.751034e-03 3.989025e-06
## Creative.goods.exports....total.trade 2.262930e-04 1.852318e-05
## Generic.top.level.domains..TLDs..th.pop..15.69 3.344947e-05 6.520459e-06
## Country.code.TLDs.th.pop..15.69 1.113988e-05 2.465072e-04
## GitHub.commits.mn.pop..15.69 7.539677e-06 2.770587e-06
## Mobile.app.creation.bn.PPP..GDP 6.719371e-04 6.037015e-06
## Dim.75 Dim.76
## Political.and.operational.stability 7.635799e-07 5.102260e-04
## Government.effectiveness 3.489035e-05 1.964543e-04
## Regulatory.quality 2.734214e-05 2.769455e-05
## Rule.of.law 3.407607e-06 7.062659e-05
## Cost.of.redudancy.dismissal 1.262293e-04 1.941695e-03
## Policies.for.doing.business 7.556287e-05 3.706390e-04
## Entrepreneurship.policies.and.culture. 1.049319e-04 1.706357e-05
## Expenditure.on.education....GDP 2.644026e-03 2.722890e-04
## Government.funding.pupil..secondary....GDP.cap 6.054587e-05 1.794034e-05
## School.life.expectancy..years 6.656880e-05 9.073559e-05
## PISA.scales.in.reading..maths.and.science 1.582904e-05 5.183468e-05
## Pupil.teacher.ratio..secondary 3.916569e-04 1.528107e-03
## Tertiary.enrolment....gross 3.039876e-05 3.796411e-05
## Graduates.in.science.and.engineering... 4.431528e-04 2.702241e-04
## Tertiary.inbound.mobility... 5.232657e-05 2.843158e-04
## Researchers..FTE.mn.pop. 7.160473e-05 5.988626e-05
## Gross.expenditure.on.R.D....GDP 2.361470e-04 9.956809e-06
## Global.corporate.R.D.investors..top.3..mn.US. 3.141087e-05 4.370317e-06
## QS.university.ranking..top.3 2.485923e-05 7.429768e-05
## ICT.access 2.305458e-04 3.921961e-05
## ICT.use 1.065962e-04 2.131116e-05
## Government.s.online.service 2.904962e-04 2.065410e-06
## E.participation 2.519332e-04 5.082148e-07
## Electricity.output..GWh.mn.pop. 8.934167e-06 8.817489e-04
## Logistics.performance 4.744001e-05 1.172573e-04
## Gross.capital.formation....GDP 3.180097e-04 6.456282e-04
## GDP.unit.of.energy.use 3.752165e-04 1.163102e-04
## Environmental.performance 2.975249e-05 9.981994e-06
## ISO.14001.environmental.certificates.bn.PPP..GDP 1.533970e-04 6.091271e-06
## Finance.for.startups.and.scaleups 3.203236e-04 8.405456e-06
## Domestic.credit.to.private.sector....GDP 5.313337e-04 5.729296e-07
## Loans.from.microfinance.institutions....GDP 1.112633e-04 2.114127e-03
## Market.capitalization....GDP 7.799745e-06 4.270007e-05
## Venture.capital.investors..deals.bn.PPP..GDP 1.496935e-05 5.363386e-05
## Venture.capital.recipients..deals.bn.PPP..GDP. 5.581966e-05 9.953612e-05
## Venture.capital.received..value....GDP. 6.251047e-04 2.956238e-06
## Applied.tariff.rate..weighted.avg.... 1.921501e-04 5.042228e-08
## Domestic.industry.diversification 2.504685e-04 2.620820e-04
## Domestic.market.scale..bn.PPP. 2.459906e-04 4.132508e-06
## Knowledge.intensive.employment... 2.205391e-04 9.179505e-05
## Firms.offering.formal.training... 9.172166e-04 8.310172e-06
## GERD.performed.by.business....GDP 3.621799e-04 2.682896e-08
## GERD.financed.by.business... 1.483973e-04 7.028102e-05
## Females.employed.w.advanced.degrees... 1.212270e-04 2.015690e-04
## University.industry.R.D.collaboration. 7.020302e-04 2.128564e-04
## State.of.cluster.development.and.depth. 2.297742e-04 5.887149e-05
## GERD.financed.by.abroad....GDP 9.349474e-06 5.773238e-05
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 3.830086e-06 7.053535e-04
## Patent.families.bn.PPP..GDP 4.424272e-05 7.166930e-07
## Intellectual.property.payments....total.trade 2.832366e-05 6.299717e-04
## High.tech.imports....total.trade 7.152463e-05 3.016610e-06
## ICT.services.imports....total.trade 3.769915e-04 1.167480e-04
## FDI.net.inflows....GDP 6.689646e-04 1.013605e-07
## Research.talent....in.businesses 1.932078e-05 2.281099e-04
## Patents.by.origin.bn.PPP..GDP 4.577982e-04 3.185719e-05
## PCT.patents.by.origin.bn.PPP..GDP 4.784243e-05 1.867533e-07
## Utility.models.by.origin.bn.PPP..GDP 8.808899e-04 5.605862e-04
## Scientific.and.technical.articles.bn.PPP..GDP 1.017921e-05 4.308360e-06
## Citable.documents.H.index 6.677289e-05 5.095966e-05
## Labor.productivity.growth... 7.069455e-04 1.429043e-05
## New.businesses.th.pop..15.64 7.175400e-05 1.313110e-04
## Software.spending....GDP 4.441984e-04 2.813042e-04
## ISO.9001.quality.certificates.bn.PPP..GDP 2.200958e-06 5.303235e-05
## High.tech.manufacturing... 3.154288e-04 1.382107e-06
## Intellectual.property.receipts....total.trade 3.071227e-06 4.116665e-05
## Production.and.export.complexity 2.339681e-05 3.099120e-04
## High.tech.exports....total.trade 5.721326e-05 3.272304e-05
## ICT.services.exports....total.trade 4.086993e-05 1.624960e-05
## Intangible.asset.intensity..top.15.... 1.644570e-04 1.183715e-04
## Trademarks.by.origin.bn.PPP..GDP. 7.414200e-04 3.905349e-04
## Global.brand.value..top.5.000....GDP 6.545316e-05 1.950715e-04
## Industrial.designs.by.origin.bn.PPP..GDP. 2.519622e-05 9.606749e-05
## Cultural.and.creative.services.exports....total.trade 9.755286e-05 2.806816e-04
## National.feature.films.mn.pop..15.69 3.548283e-05 5.072920e-06
## Entertainment.and.media.market.th.pop..15.69 6.222588e-07 4.373301e-05
## Printing.and.other.media....manufacturing 2.684706e-04 1.180996e-04
## Creative.goods.exports....total.trade 2.567258e-04 3.902175e-04
## Generic.top.level.domains..TLDs..th.pop..15.69 2.080571e-05 4.418206e-05
## Country.code.TLDs.th.pop..15.69 1.022724e-04 5.063697e-04
## GitHub.commits.mn.pop..15.69 1.247574e-04 6.484493e-05
## Mobile.app.creation.bn.PPP..GDP 9.757734e-04 2.273598e-04
## Dim.77 Dim.78
## Political.and.operational.stability 3.075063e-05 5.231933e-05
## Government.effectiveness 1.142224e-07 1.872875e-05
## Regulatory.quality 1.777254e-05 7.690327e-05
## Rule.of.law 1.278250e-05 2.464691e-05
## Cost.of.redudancy.dismissal 7.410272e-04 5.752150e-05
## Policies.for.doing.business 9.867729e-06 1.056943e-05
## Entrepreneurship.policies.and.culture. 2.294470e-04 1.172333e-05
## Expenditure.on.education....GDP 1.100005e-04 1.799240e-05
## Government.funding.pupil..secondary....GDP.cap 7.535829e-04 6.480512e-04
## School.life.expectancy..years 2.820290e-04 1.907872e-04
## PISA.scales.in.reading..maths.and.science 8.321170e-05 1.901779e-05
## Pupil.teacher.ratio..secondary 6.282518e-05 1.386306e-05
## Tertiary.enrolment....gross 7.290956e-05 1.113002e-04
## Graduates.in.science.and.engineering... 1.201178e-04 7.013272e-04
## Tertiary.inbound.mobility... 1.184809e-03 1.332732e-04
## Researchers..FTE.mn.pop. 7.767286e-06 1.069959e-05
## Gross.expenditure.on.R.D....GDP 2.698633e-05 5.875265e-05
## Global.corporate.R.D.investors..top.3..mn.US. 2.346396e-06 5.561912e-05
## QS.university.ranking..top.3 6.316402e-05 1.987449e-05
## ICT.access 4.689133e-04 1.332439e-05
## ICT.use 1.067114e-04 1.710703e-06
## Government.s.online.service 4.403119e-05 6.546163e-05
## E.participation 5.592591e-05 4.360481e-05
## Electricity.output..GWh.mn.pop. 8.991748e-05 1.360191e-06
## Logistics.performance 7.528140e-06 1.476835e-05
## Gross.capital.formation....GDP 6.554074e-04 2.223004e-05
## GDP.unit.of.energy.use 6.534769e-04 2.031275e-05
## Environmental.performance 2.017584e-05 4.659290e-06
## ISO.14001.environmental.certificates.bn.PPP..GDP 3.142191e-04 4.544225e-06
## Finance.for.startups.and.scaleups 1.589288e-05 2.405091e-05
## Domestic.credit.to.private.sector....GDP 6.167289e-05 4.245367e-04
## Loans.from.microfinance.institutions....GDP 3.343859e-04 9.935753e-05
## Market.capitalization....GDP 2.180543e-04 3.052201e-04
## Venture.capital.investors..deals.bn.PPP..GDP 8.020660e-06 4.168403e-06
## Venture.capital.recipients..deals.bn.PPP..GDP. 6.842602e-05 4.954816e-10
## Venture.capital.received..value....GDP. 3.372459e-04 1.450404e-06
## Applied.tariff.rate..weighted.avg.... 1.092222e-06 6.243179e-05
## Domestic.industry.diversification 9.447381e-06 2.231360e-04
## Domestic.market.scale..bn.PPP. 4.714605e-04 3.865227e-04
## Knowledge.intensive.employment... 4.466013e-05 2.810291e-05
## Firms.offering.formal.training... 6.603993e-04 3.635210e-05
## GERD.performed.by.business....GDP 1.184822e-05 1.401958e-04
## GERD.financed.by.business... 3.633044e-06 4.841352e-07
## Females.employed.w.advanced.degrees... 3.113163e-04 1.191787e-07
## University.industry.R.D.collaboration. 3.137512e-04 3.017673e-06
## State.of.cluster.development.and.depth. 1.798244e-04 2.735074e-05
## GERD.financed.by.abroad....GDP 8.449473e-08 4.665663e-08
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 1.152423e-04 1.697618e-06
## Patent.families.bn.PPP..GDP 4.038586e-07 5.413241e-06
## Intellectual.property.payments....total.trade 5.612064e-04 3.756016e-05
## High.tech.imports....total.trade 1.859861e-04 1.306189e-05
## ICT.services.imports....total.trade 1.380955e-04 2.288735e-04
## FDI.net.inflows....GDP 7.576492e-04 1.920561e-04
## Research.talent....in.businesses 7.828714e-05 2.734234e-05
## Patents.by.origin.bn.PPP..GDP 1.064492e-04 2.165565e-04
## PCT.patents.by.origin.bn.PPP..GDP 6.661404e-06 9.037382e-07
## Utility.models.by.origin.bn.PPP..GDP 3.760092e-06 1.572770e-05
## Scientific.and.technical.articles.bn.PPP..GDP 1.087322e-06 1.261638e-04
## Citable.documents.H.index 1.885356e-04 1.776375e-04
## Labor.productivity.growth... 1.821454e-05 2.292293e-04
## New.businesses.th.pop..15.64 3.799708e-04 5.968324e-05
## Software.spending....GDP 1.745964e-05 1.854498e-05
## ISO.9001.quality.certificates.bn.PPP..GDP 8.925575e-05 3.463605e-05
## High.tech.manufacturing... 1.045154e-07 8.480089e-05
## Intellectual.property.receipts....total.trade 1.050364e-04 1.500084e-05
## Production.and.export.complexity 9.347587e-05 1.121166e-05
## High.tech.exports....total.trade 8.300059e-05 7.680826e-06
## ICT.services.exports....total.trade 1.900285e-04 1.761549e-04
## Intangible.asset.intensity..top.15.... 1.926378e-06 1.621265e-05
## Trademarks.by.origin.bn.PPP..GDP. 1.376485e-04 2.695569e-04
## Global.brand.value..top.5.000....GDP 1.455784e-05 8.333341e-06
## Industrial.designs.by.origin.bn.PPP..GDP. 1.982215e-04 5.462627e-06
## Cultural.and.creative.services.exports....total.trade 5.189985e-04 7.784505e-06
## National.feature.films.mn.pop..15.69 1.002745e-04 1.508318e-04
## Entertainment.and.media.market.th.pop..15.69 3.153514e-06 1.177425e-04
## Printing.and.other.media....manufacturing 4.165035e-04 2.664626e-04
## Creative.goods.exports....total.trade 6.491280e-04 4.392377e-06
## Generic.top.level.domains..TLDs..th.pop..15.69 4.301405e-04 1.499742e-05
## Country.code.TLDs.th.pop..15.69 2.653676e-06 5.816171e-05
## GitHub.commits.mn.pop..15.69 1.242086e-04 3.514239e-06
## Mobile.app.creation.bn.PPP..GDP 2.203943e-04 2.260773e-05
## Dim.79 Dim.80
## Political.and.operational.stability 6.668764e-06 1.887577e-06
## Government.effectiveness 2.597341e-06 2.799336e-06
## Regulatory.quality 1.316178e-05 1.163466e-05
## Rule.of.law 1.518355e-06 1.702453e-06
## Cost.of.redudancy.dismissal 8.036480e-04 2.624137e-06
## Policies.for.doing.business 1.954922e-10 2.658302e-05
## Entrepreneurship.policies.and.culture. 1.065852e-07 2.034292e-06
## Expenditure.on.education....GDP 4.120905e-09 8.186092e-06
## Government.funding.pupil..secondary....GDP.cap 2.352235e-06 7.228994e-05
## School.life.expectancy..years 3.014802e-05 8.004090e-07
## PISA.scales.in.reading..maths.and.science 1.215062e-05 1.552072e-06
## Pupil.teacher.ratio..secondary 7.978303e-05 5.934213e-06
## Tertiary.enrolment....gross 1.952915e-06 1.901645e-05
## Graduates.in.science.and.engineering... 5.997419e-06 3.723423e-05
## Tertiary.inbound.mobility... 3.803071e-04 6.060468e-05
## Researchers..FTE.mn.pop. 1.108727e-04 1.051661e-05
## Gross.expenditure.on.R.D....GDP 1.344263e-05 9.120466e-07
## Global.corporate.R.D.investors..top.3..mn.US. 4.969253e-05 1.859835e-05
## QS.university.ranking..top.3 7.207480e-05 8.311774e-05
## ICT.access 1.516867e-04 3.838835e-06
## ICT.use 1.133773e-04 2.896893e-06
## Government.s.online.service 4.247434e-05 4.121915e-05
## E.participation 8.711794e-05 3.530809e-05
## Electricity.output..GWh.mn.pop. 8.984561e-06 9.609194e-06
## Logistics.performance 1.278465e-06 1.768674e-05
## Gross.capital.formation....GDP 4.163563e-05 7.386626e-05
## GDP.unit.of.energy.use 3.150612e-06 1.351264e-04
## Environmental.performance 3.574471e-06 3.142794e-06
## ISO.14001.environmental.certificates.bn.PPP..GDP 6.017832e-06 3.604349e-06
## Finance.for.startups.and.scaleups 6.093858e-06 1.197804e-06
## Domestic.credit.to.private.sector....GDP 2.272604e-07 3.091021e-05
## Loans.from.microfinance.institutions....GDP 4.473140e-07 9.758484e-06
## Market.capitalization....GDP 4.314756e-04 2.768187e-04
## Venture.capital.investors..deals.bn.PPP..GDP 2.491244e-05 1.461365e-05
## Venture.capital.recipients..deals.bn.PPP..GDP. 1.022626e-04 3.886784e-09
## Venture.capital.received..value....GDP. 4.187787e-05 3.402433e-06
## Applied.tariff.rate..weighted.avg.... 6.607886e-04 7.994036e-08
## Domestic.industry.diversification 2.077399e-05 3.592955e-07
## Domestic.market.scale..bn.PPP. 1.165676e-04 1.017753e-04
## Knowledge.intensive.employment... 1.104990e-04 5.025651e-06
## Firms.offering.formal.training... 1.417281e-04 1.129232e-03
## GERD.performed.by.business....GDP 2.418700e-05 3.050744e-06
## GERD.financed.by.business... 6.643167e-05 1.504104e-04
## Females.employed.w.advanced.degrees... 7.857810e-06 7.161056e-06
## University.industry.R.D.collaboration. 6.064062e-09 2.138620e-07
## State.of.cluster.development.and.depth. 1.035891e-05 1.852009e-07
## GERD.financed.by.abroad....GDP 2.065559e-05 4.637621e-07
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 4.812304e-05 8.726885e-06
## Patent.families.bn.PPP..GDP 1.737998e-05 3.143899e-06
## Intellectual.property.payments....total.trade 2.956723e-04 2.538629e-05
## High.tech.imports....total.trade 1.292819e-07 5.644739e-05
## ICT.services.imports....total.trade 3.316471e-05 1.460913e-04
## FDI.net.inflows....GDP 1.613466e-04 1.607249e-06
## Research.talent....in.businesses 1.759620e-04 2.331273e-04
## Patents.by.origin.bn.PPP..GDP 6.526197e-05 2.109390e-05
## PCT.patents.by.origin.bn.PPP..GDP 6.796964e-05 1.124804e-05
## Utility.models.by.origin.bn.PPP..GDP 5.708773e-05 3.103479e-05
## Scientific.and.technical.articles.bn.PPP..GDP 3.309532e-05 4.288136e-05
## Citable.documents.H.index 1.581647e-04 7.927104e-05
## Labor.productivity.growth... 1.749110e-04 1.912868e-06
## New.businesses.th.pop..15.64 1.239969e-06 5.907692e-05
## Software.spending....GDP 3.171012e-04 8.300587e-07
## ISO.9001.quality.certificates.bn.PPP..GDP 4.476471e-05 4.254752e-05
## High.tech.manufacturing... 5.801374e-05 1.481818e-06
## Intellectual.property.receipts....total.trade 5.704043e-05 6.621316e-05
## Production.and.export.complexity 5.932194e-05 1.746789e-05
## High.tech.exports....total.trade 5.460567e-06 2.974812e-05
## ICT.services.exports....total.trade 2.012444e-06 1.371242e-04
## Intangible.asset.intensity..top.15.... 3.691528e-05 1.197334e-04
## Trademarks.by.origin.bn.PPP..GDP. 9.694761e-06 5.058761e-06
## Global.brand.value..top.5.000....GDP 1.765507e-06 8.779633e-06
## Industrial.designs.by.origin.bn.PPP..GDP. 1.039991e-05 2.986288e-08
## Cultural.and.creative.services.exports....total.trade 1.370069e-04 1.351460e-04
## National.feature.films.mn.pop..15.69 3.257528e-05 5.997475e-05
## Entertainment.and.media.market.th.pop..15.69 2.281316e-04 8.117721e-05
## Printing.and.other.media....manufacturing 5.760227e-05 2.513595e-05
## Creative.goods.exports....total.trade 1.100109e-05 3.597483e-05
## Generic.top.level.domains..TLDs..th.pop..15.69 8.031651e-05 2.146301e-06
## Country.code.TLDs.th.pop..15.69 1.849118e-05 9.469944e-08
## GitHub.commits.mn.pop..15.69 1.107982e-04 1.120668e-05
## Mobile.app.creation.bn.PPP..GDP 2.654212e-04 4.967269e-07
## Dim.81
## Political.and.operational.stability 4.232528e-05
## Government.effectiveness 8.059652e-06
## Regulatory.quality 3.812949e-06
## Rule.of.law 5.919337e-06
## Cost.of.redudancy.dismissal 6.280111e-06
## Policies.for.doing.business 6.198140e-06
## Entrepreneurship.policies.and.culture. 2.174846e-05
## Expenditure.on.education....GDP 5.235662e-05
## Government.funding.pupil..secondary....GDP.cap 4.916535e-05
## School.life.expectancy..years 6.307597e-06
## PISA.scales.in.reading..maths.and.science 1.336629e-05
## Pupil.teacher.ratio..secondary 1.159211e-05
## Tertiary.enrolment....gross 5.380813e-09
## Graduates.in.science.and.engineering... 4.939170e-05
## Tertiary.inbound.mobility... 2.044620e-04
## Researchers..FTE.mn.pop. 6.927996e-05
## Gross.expenditure.on.R.D....GDP 1.921840e-05
## Global.corporate.R.D.investors..top.3..mn.US. 4.427612e-06
## QS.university.ranking..top.3 7.695371e-06
## ICT.access 1.949678e-05
## ICT.use 9.212621e-06
## Government.s.online.service 2.530147e-05
## E.participation 1.236068e-05
## Electricity.output..GWh.mn.pop. 2.372713e-06
## Logistics.performance 3.555175e-06
## Gross.capital.formation....GDP 1.606020e-04
## GDP.unit.of.energy.use 2.114974e-06
## Environmental.performance 9.154384e-05
## ISO.14001.environmental.certificates.bn.PPP..GDP 1.129012e-05
## Finance.for.startups.and.scaleups 3.236658e-05
## Domestic.credit.to.private.sector....GDP 1.263444e-04
## Loans.from.microfinance.institutions....GDP 4.952891e-08
## Market.capitalization....GDP 3.951401e-05
## Venture.capital.investors..deals.bn.PPP..GDP 1.124969e-07
## Venture.capital.recipients..deals.bn.PPP..GDP. 2.215317e-06
## Venture.capital.received..value....GDP. 2.727886e-05
## Applied.tariff.rate..weighted.avg.... 6.767203e-06
## Domestic.industry.diversification 8.001191e-05
## Domestic.market.scale..bn.PPP. 1.114130e-05
## Knowledge.intensive.employment... 2.596532e-05
## Firms.offering.formal.training... 5.721370e-05
## GERD.performed.by.business....GDP 7.727190e-06
## GERD.financed.by.business... 1.150936e-05
## Females.employed.w.advanced.degrees... 8.492548e-08
## University.industry.R.D.collaboration. 7.529940e-06
## State.of.cluster.development.and.depth. 3.296039e-05
## GERD.financed.by.abroad....GDP 7.502584e-05
## Joint.venture.strategic.alliance.deals.bn.PPP..GDP 1.149123e-05
## Patent.families.bn.PPP..GDP 1.653477e-07
## Intellectual.property.payments....total.trade 7.696345e-05
## High.tech.imports....total.trade 2.338300e-05
## ICT.services.imports....total.trade 4.261748e-04
## FDI.net.inflows....GDP 2.429090e-05
## Research.talent....in.businesses 2.603378e-06
## Patents.by.origin.bn.PPP..GDP 1.644679e-07
## PCT.patents.by.origin.bn.PPP..GDP 8.679043e-07
## Utility.models.by.origin.bn.PPP..GDP 3.966058e-05
## Scientific.and.technical.articles.bn.PPP..GDP 8.716645e-08
## Citable.documents.H.index 1.654059e-06
## Labor.productivity.growth... 1.539312e-06
## New.businesses.th.pop..15.64 3.183295e-05
## Software.spending....GDP 3.558279e-06
## ISO.9001.quality.certificates.bn.PPP..GDP 7.404314e-05
## High.tech.manufacturing... 8.619141e-06
## Intellectual.property.receipts....total.trade 2.676288e-05
## Production.and.export.complexity 2.898520e-05
## High.tech.exports....total.trade 2.165486e-05
## ICT.services.exports....total.trade 9.753230e-06
## Intangible.asset.intensity..top.15.... 3.536120e-06
## Trademarks.by.origin.bn.PPP..GDP. 4.941335e-07
## Global.brand.value..top.5.000....GDP 1.952850e-05
## Industrial.designs.by.origin.bn.PPP..GDP. 1.688685e-05
## Cultural.and.creative.services.exports....total.trade 8.798969e-05
## National.feature.films.mn.pop..15.69 7.749953e-05
## Entertainment.and.media.market.th.pop..15.69 1.522133e-05
## Printing.and.other.media....manufacturing 4.225692e-05
## Creative.goods.exports....total.trade 6.126380e-05
## Generic.top.level.domains..TLDs..th.pop..15.69 1.579096e-05
## Country.code.TLDs.th.pop..15.69 1.084298e-05
## GitHub.commits.mn.pop..15.69 3.973359e-06
## Mobile.app.creation.bn.PPP..GDP 1.334600e-05
# Results for individuals
res.ind <- get_pca_ind(my_pca)
res.ind$coord # Coordinates
## Dim.1 Dim.2 Dim.3 Dim.4
## Albania -2.64799089 1.48180230 -3.048911015 1.24541199
## Algeria -5.56895644 0.20089837 1.598971541 -0.60887748
## Angola -7.16038702 0.73551569 1.781065925 -1.11086290
## Argentina -0.81695199 -1.04952421 -0.861523508 -1.21276718
## Armenia -2.36339179 0.12777645 -1.572216570 1.06404478
## Australia 6.80132183 1.76032406 1.145281617 2.08240241
## Austria 9.57486666 0.49089359 0.531527924 -3.22875879
## Azerbaijan -3.38285140 0.30294467 -0.464528895 1.09381093
## Bahrain -1.17413471 0.55158900 0.186578618 3.24896938
## Bangladesh -5.64503761 -0.87303600 1.554964702 0.31646709
## Belarus -1.47083546 -0.39693210 -5.179948694 -1.89736701
## Belgium 8.32455472 0.92865203 1.310145857 -4.25064268
## Benin -6.44312937 1.78775175 1.818273869 -0.65364925
## Bosnia and Herzegovina -2.35200195 -0.93323110 -3.371203684 -0.84036284
## Botswana -3.42010793 2.56496538 0.710344022 1.32457070
## Brazil 0.50183919 -2.39331987 0.284145564 -0.16015025
## Brunei -2.22623310 2.14537575 -0.249492388 1.72228598
## Bulgaria 1.83074318 -1.12414817 -4.598839000 -1.14032436
## Burkina Faso -6.18204399 1.32017034 1.384347992 -0.82640044
## Burundi -7.23516470 1.19891743 2.243808855 -1.72419353
## C.te.d.Ivoire -5.52759251 1.07396341 1.499273611 -0.02351886
## Cambodia -5.45065796 0.61357272 0.869201771 1.09602116
## Cameroon -6.53065400 1.08375768 1.925740432 -1.11187668
## Canada 9.56515716 0.33261811 4.131385461 0.94294559
## Chile 1.67262701 -0.61797730 -1.060748037 2.64061173
## China 6.42011215 -7.63099130 1.593424923 -0.92159844
## Colombia -0.58497490 -1.11731524 -1.520124264 0.46220315
## Costa Rica -0.90805809 0.68215731 -1.218180139 1.46386471
## Croatia 1.62227907 0.44006022 -4.994114900 -0.41608512
## Cyprus 5.78164367 5.37133039 -4.302971741 1.32657148
## Czech Republic 4.87203969 -1.64168305 -4.702111037 -1.72619121
## Denmark 11.14441709 2.84031144 1.720413802 -2.11951077
## Dominican Republic -3.80582960 -0.16906409 -0.110450829 1.20098730
## Ecuador -4.10492482 -0.37330658 -0.525999888 -0.79327919
## Egypt -2.86365146 -1.38518292 1.038079059 0.99088643
## El Salvador -4.76203357 0.27073883 -0.122965583 -0.66122788
## Estonia 7.36612441 3.86695437 -4.797332023 1.51179773
## Ethiopia -6.54849696 0.35305440 1.582100933 -1.51690922
## Finland 12.13535544 2.74100433 -0.043736529 -3.52013283
## France 10.06229765 -1.59393799 2.506271517 -2.24329858
## Georgia -1.82901481 1.25682785 -1.509465756 1.57849011
## Germany 10.46668711 -2.90752509 2.449224120 -3.04773427
## Ghana -4.26702135 0.75346123 0.438592984 0.58230070
## Greece 2.14966655 -0.18857660 -3.626508238 -0.86605382
## Guatemala -5.37194059 0.11053377 0.582008462 -0.22409826
## Guinea -7.62706007 1.50677160 2.646585154 -1.37991955
## Honduras -5.38504467 0.98488677 0.691263981 -0.87981584
## Hong.Kong 5.43079468 1.68431874 2.846661918 6.86937580
## Hungary 4.04390193 -1.37694689 -3.552397922 -0.66621304
## Iceland 8.18274268 6.90013746 0.609960685 -0.91211319
## India 0.60038747 -3.03626783 1.221572919 0.15262393
## Indonesia -0.89220702 -3.91520115 1.178471688 2.70044548
## Iran -2.36183600 -2.60907113 0.996111079 -1.60251569
## Iraq -8.26309104 1.03897116 1.451282518 -3.15816824
## Ireland 7.64536014 0.95782401 0.985859534 -1.00678490
## Israel 8.43298898 2.71193484 0.151370355 -1.14035116
## Italy 6.27777924 -2.95749534 -0.528131111 -3.04621032
## Jamaica -3.14275606 0.66493492 1.533818899 0.77016728
## Japan 9.14026774 -3.64237608 3.507974827 -1.61610102
## Jordan -1.49088101 -0.02749760 0.453493841 1.89445069
## Kazakhstan -1.45910925 -1.61849096 -2.221106242 0.76473584
## Kenya -4.44735420 0.19626644 0.927158345 0.08716269
## Kuwait -1.41743267 -0.34583405 0.242205568 2.01409812
## Kyrgyzstan -4.68642901 0.37998676 -0.533248638 -0.25892007
## Laos -5.81846553 0.13931151 1.035111482 0.36525415
## Latvia 2.39536525 0.63574302 -4.288686978 0.54648459
## Lithuania 3.84887811 1.22865528 -4.117858574 0.56399673
## Luxembourg 8.00531672 7.02630099 1.221678238 1.40404448
## Madagascar -6.65137433 0.60908487 1.347884584 -1.10384955
## Malaysia 3.06414010 -4.28459052 -0.252343594 3.24131338
## Mali -6.49947177 1.08874038 1.842428504 -1.37001610
## Malta 6.12448262 4.71698987 -1.056592091 1.69023802
## Mauritania -7.30372541 1.41872173 2.284418801 -1.10810914
## Mauritius -0.37671010 2.42939001 -0.502143477 2.99807839
## Mexico -0.18218176 -5.25789078 0.013946531 0.92054007
## Mongolia -3.54486876 0.75678859 -1.906905416 -0.75787047
## Montenegro -1.21818585 2.30202356 -3.086371808 1.09358813
## Morocco -2.15062733 -0.99746278 -0.404206826 0.34266846
## Mozambique -6.38629595 1.23722775 1.193568931 -0.90929230
## Myanmar -6.91503803 -0.26399681 1.233868034 -0.70844919
## Namibia -4.19563405 1.40687119 0.771943011 -0.24295993
## Nepal -6.36389443 0.65398703 1.606292549 -1.03094254
## Netherlands 11.36616130 0.14256371 2.369355229 -1.63875734
## New Zealand 7.33518871 3.33445670 0.478929191 0.44044353
## Nicaragua -6.73541908 0.76291414 0.612747413 -1.82296074
## Niger -7.44980804 0.63284218 1.117962158 -2.01492391
## Nigeria -6.36727790 0.39608743 2.002720944 -1.03449403
## North Macedonia -0.97035831 0.10282546 -3.508680032 -0.02693416
## Norway 9.28594289 2.40860460 0.914184917 0.02541734
## Oman -1.27212738 -1.12430013 -0.749268495 2.70139930
## Pakistan -4.07087442 -1.03023645 1.278480897 0.26094717
## Panama -2.22750894 0.15139483 -0.120803886 1.73292855
## Paraguay -4.64526463 -0.70158550 0.272468265 0.42899563
## Peru -2.33246810 -0.48286799 -1.378719081 0.66790327
## Philippines -1.23171171 -4.25922841 -1.012985392 0.53650380
## Poland 3.06743298 -2.42795487 -2.212229112 -0.26306296
## Portugal 4.92522076 -0.24798211 -1.552927466 -0.67176136
## Qatar 0.75836539 0.11236801 1.053091671 3.80019805
## South Korea 9.85562741 -6.49473207 1.595243993 -1.81035181
## Moldova -2.18624036 -0.36917736 -2.633505909 -1.04448799
## Romania 0.60145082 -0.79857467 -3.681510391 0.10701235
## Russia 1.30173960 -3.14681732 0.138773802 -1.30222712
## Rwanda -4.38715536 1.40576261 1.285435477 0.41764170
## Saudi Arabia 0.39719765 -2.79261726 2.861779616 2.62258308
## Senegal -4.74205913 1.36503238 1.533179680 0.18415422
## Serbia -0.01093847 0.61981069 -4.851238744 0.06762614
## Singapore 11.75204717 1.68584631 1.924388617 4.62644264
## Slovakia 1.90053099 -1.97672122 -4.867759237 -0.72643090
## Slovenia 5.07317324 0.45465336 -5.004304833 -2.48810471
## South Africa -0.22916976 -0.86079822 1.154735035 1.70858573
## Spain 5.71898662 -2.73921597 -1.925648741 -1.71438553
## Sri Lanka -3.12428691 -0.44228769 -0.006834135 1.30102070
## Sweden 13.60777828 3.28996954 1.434163269 -2.98704502
## Switzerland 13.34383943 1.15439194 4.401116525 0.11167062
## Tajikistan -6.19699344 -0.14863773 0.282437691 -0.22716974
## Thailand 1.53678779 -5.95302884 -0.628420972 1.67309739
## Togo -7.05301519 1.43912794 0.572029723 -2.43779116
## Trinidad -4.11048704 1.09600812 0.308262422 0.35901906
## Turkey 1.55958448 -4.21464318 -0.822709927 -0.48798772
## Tunisia -2.20542959 -0.34365072 -0.986343795 -0.57000548
## Uganda -6.13304216 0.98372682 2.110593284 -0.75359360
## Ukraine -0.43600493 -0.76748138 -3.066423805 -1.25422462
## United Arab Emirates 5.62884739 -1.51632992 1.204192760 4.28852744
## UK 12.08943295 1.15096541 2.738192629 -0.12861037
## Tanzania -6.21627939 0.56221005 1.397906355 -0.22546789
## USA 12.46484702 -2.05234586 5.776483490 0.94748478
## Uruguay -0.13510198 1.84104950 -1.326798034 0.72629695
## Uzbekistan -3.40661584 -1.31135394 -0.349530206 1.11500434
## Vietnam 0.39928752 -4.76134438 -0.187386099 3.49868999
## Yemen -7.95542483 0.42667485 1.848683884 -1.62861926
## Zambia -6.38915370 -0.01862907 1.582613285 -0.42547529
## Zimbabwe -5.80964876 0.12833788 0.075135930 -1.23415655
## Dim.5 Dim.6 Dim.7 Dim.8
## Albania 0.88298107 -1.47788007 1.233239939 1.50829440
## Algeria -0.48251126 -0.25396090 -1.624955386 -1.54352748
## Angola -0.19674880 0.38428547 1.052572284 1.53408705
## Argentina -0.76576851 -1.42367064 2.458224551 0.11517490
## Armenia -0.79552201 -0.90303266 1.038021949 0.26610136
## Australia -2.45965018 -2.17275731 -0.602771725 -0.15214453
## Austria -2.61314688 0.81959751 -1.208846446 1.47917792
## Azerbaijan -1.07132060 0.12028194 -0.528420475 1.15546912
## Bahrain -2.80588395 0.55907979 -0.824900061 -0.80747430
## Bangladesh 0.69178960 -0.27648664 1.181099994 -0.09298069
## Belarus 0.08330958 0.60829021 0.412447013 -2.95485246
## Belgium -1.58731079 1.10727448 -1.586008472 1.25102387
## Benin -0.32354479 0.61334307 -0.964833009 0.12783204
## Bosnia and Herzegovina -0.01909281 1.50552037 0.677936151 0.65725589
## Botswana -0.64287556 -0.56384334 -2.415394078 0.02842875
## Brazil -0.94338228 -1.57706637 1.279538826 -0.97025027
## Brunei -2.92785207 0.55758649 -3.171307583 0.07534246
## Bulgaria -0.35595967 0.59485304 0.257416555 -0.24302004
## Burkina Faso -0.39167726 0.77385111 -0.368117821 -1.32180962
## Burundi -0.17531872 0.98882297 -0.889522661 -0.49496908
## C.te.d.Ivoire 0.41009613 0.78357699 -0.005740577 0.61325165
## Cambodia 1.91333266 0.33332270 -1.489928468 -0.34729525
## Cameroon 0.41581777 0.62045242 0.067048260 -0.03088306
## Canada -1.25178772 0.58083941 1.904994259 -1.44735734
## Chile -1.74679628 -2.34832604 -0.396770700 0.17671421
## China 4.43509294 -1.45548076 -0.867252006 -0.96096850
## Colombia -0.01245717 -0.44315419 1.350744466 0.76265137
## Costa Rica -0.79367000 -1.28232994 0.260277918 0.97510468
## Croatia 0.01867686 0.40415510 1.090087462 0.74842984
## Cyprus 1.51236342 -1.66420821 1.360794339 -1.56329824
## Czech Republic 1.40236695 3.46871054 -3.614318410 0.65028084
## Denmark -0.44636028 -0.32831769 -1.675292120 1.05774932
## Dominican Republic -0.54802795 -0.24814259 -0.119473519 0.89731706
## Ecuador -0.23269949 -1.34163659 0.920116022 0.64115297
## Egypt -1.08774157 0.37737717 2.032155209 0.81036429
## El Salvador 0.34766345 -0.11913530 -0.427623081 1.65052261
## Estonia 2.89290347 0.46159221 1.601572905 -3.91762230
## Ethiopia 0.83321494 0.94054475 0.393716737 -1.23220096
## Finland -1.39644756 2.31663718 0.836903378 -2.07398128
## France 1.07607950 -2.26755375 1.014948202 -0.81006516
## Georgia -0.26561340 -1.04438608 -1.665324246 0.14728445
## Germany -0.48013049 -1.04268443 -1.473611144 0.63047646
## Ghana 0.58501021 -0.66723217 2.108405293 1.05013240
## Greece -2.17523193 0.26619538 0.003206701 0.97062748
## Guatemala 0.85418023 0.49426462 0.801294641 1.44256851
## Guinea 0.24067001 1.07664870 -0.284878564 0.82970324
## Honduras -0.28062475 -0.39272382 -0.721483513 0.34354236
## Hong.Kong 5.16621686 0.80730139 -4.277022004 -0.71733194
## Hungary 1.52701421 2.36598375 -1.159770967 1.29062391
## Iceland -2.22102794 0.87196436 -1.323557664 -2.26357065
## India 0.52869029 0.25227399 4.183406251 -2.47881323
## Indonesia -1.28653605 -0.14488087 2.509614826 0.68787937
## Iran -0.86089221 -3.58090718 -1.448359995 -3.00040312
## Iraq 0.22867777 0.14787572 0.969365286 -0.20134512
## Ireland 0.62104063 0.43133027 2.610760748 3.47446346
## Israel 1.70880062 3.70553844 4.109746975 -3.16964915
## Italy -0.51814614 -1.43113750 -0.077275627 1.39474607
## Jamaica -0.79861384 -1.44812077 -0.628742818 -0.40920657
## Japan 0.85572516 0.23975482 -1.051027837 2.26822001
## Jordan -0.48891888 1.06138089 1.069723582 -0.24993815
## Kazakhstan -1.20976415 -0.40713809 -0.798756117 -0.63247719
## Kenya 0.59070382 -0.07056585 2.045108875 0.74775364
## Kuwait -4.05115183 -0.36207812 1.036369338 -1.39582958
## Kyrgyzstan -0.44473872 -0.58638619 -0.603546913 -0.70945762
## Laos -0.10496936 1.86383877 -0.477682097 2.02070744
## Latvia 0.83272275 1.23827041 -0.347571706 0.68012088
## Lithuania 0.51788630 2.81912545 1.667685427 -1.52228534
## Luxembourg 2.92556033 -2.23432466 0.130893048 3.05848886
## Madagascar 0.35539512 0.36347294 -0.261308841 -0.12917529
## Malaysia -0.53594805 2.46763151 -0.602061760 0.64633985
## Mali 0.48238873 1.47204015 0.136605267 -0.35748160
## Malta 4.71898001 -5.23582420 1.165931584 1.53329937
## Mauritania 0.80047726 1.09010318 -1.057340744 1.02491522
## Mauritius -0.14445937 -1.41141033 0.223552090 -0.77922689
## Mexico 0.21509641 0.95266673 0.242427097 0.29088474
## Mongolia 1.60998702 -4.59072404 -2.906378127 -0.94290556
## Montenegro 0.21120717 -0.67516440 -0.830305070 1.71292504
## Morocco -0.46966629 -2.16746027 -0.088185492 -1.44582598
## Mozambique 0.72744566 -0.33389667 -1.078627188 -2.23992710
## Myanmar 1.30907511 1.03327512 -0.217602566 -0.53329306
## Namibia -0.70926490 0.45358903 -1.109472656 0.35659366
## Nepal 0.86256611 -0.34319255 -1.105142733 -1.29009212
## Netherlands -0.02373179 -0.08687772 1.616708389 1.90339210
## New Zealand -1.44182334 -1.57914092 -3.141916620 1.23355282
## Nicaragua 1.14879531 -0.23332231 0.086169696 0.03686139
## Niger 2.33239464 1.62003818 -0.240597915 -1.41251669
## Nigeria 0.74039715 0.36282846 0.334230022 0.26712985
## North Macedonia 0.18530271 0.87414919 1.477655087 2.92063881
## Norway -3.49172600 0.55732283 -1.697530501 -0.39910709
## Oman -3.17693914 -0.20822340 0.031979385 -0.66596108
## Pakistan 0.07808508 0.73444010 2.198851950 0.20593506
## Panama -0.13395638 -0.82458583 0.123206752 2.27809433
## Paraguay 0.92264271 -0.36895978 -0.809143549 0.71813464
## Peru -0.38555187 -1.81876845 0.857842141 0.23190010
## Philippines 2.54981052 1.47725593 -0.136649557 0.99002833
## Poland -0.35193814 0.41308812 0.291320496 0.69585109
## Portugal -1.49148253 -0.97658642 -1.190842639 1.29215615
## Qatar -3.65280931 1.34264520 0.578960916 1.28461900
## South Korea 1.26303239 -0.63436449 -3.286980430 -0.88657357
## Moldova 0.77979217 -2.99981013 -1.119428392 -2.56246108
## Romania 0.20110239 0.57728799 1.099707139 -0.11402074
## Russia -0.66112967 -2.16588559 0.145595563 -1.16133488
## Rwanda -0.07662684 1.05373035 -0.449744883 0.11435942
## Saudi Arabia -3.53061738 -0.93112742 1.486707056 -1.74192767
## Senegal 0.70317835 0.56379139 0.128159887 -1.85734812
## Serbia 0.14277163 0.55136398 0.164084176 -0.67852298
## Singapore 4.10095051 2.55502578 -0.524860438 -0.90221429
## Slovakia 0.70445871 1.81141682 -2.060684280 1.23952956
## Slovenia -0.89505783 1.89156727 -0.609975316 0.22552015
## South Africa -1.37249651 -0.62075200 -0.111201452 -0.83381482
## Spain -0.19183069 -2.36041900 0.182115159 1.00761080
## Sri Lanka 0.18070841 -0.50357177 2.316061844 2.75993950
## Sweden 0.19905056 1.20181756 0.811303558 -0.85898917
## Switzerland -0.52166294 0.28168601 0.246608316 1.71580947
## Tajikistan 0.45149961 -0.01782378 -0.749075079 -1.17900637
## Thailand 0.96214786 1.18481068 -1.213774565 0.70960067
## Togo 0.55663523 -0.05199157 0.059744898 -1.05220099
## Trinidad -1.26826360 0.92043803 -0.972863714 0.84413567
## Turkey 0.46475002 -3.76866080 0.517876473 -0.69232043
## Tunisia -2.11685151 0.46627316 -0.596283570 -1.01915362
## Uganda 0.71887153 1.08896302 -0.256609745 0.46689979
## Ukraine -0.60446136 -1.28153595 0.379511871 -1.54143667
## United Arab Emirates -1.29406055 2.36653436 0.208383554 -0.23899623
## UK 1.23307050 -2.49004172 1.642557260 -0.50556005
## Tanzania 0.78082564 0.40449960 0.005397179 -0.60359049
## USA 0.13769168 1.54782520 1.065910507 -1.87050312
## Uruguay -0.63516654 -0.27274534 2.055493177 0.42364620
## Uzbekistan -0.83302869 -0.19388704 -1.370007885 -1.09430343
## Vietnam 2.53187299 2.08121001 -0.800095150 -0.80057685
## Yemen 1.82673528 -0.63902810 1.859783871 2.34570758
## Zambia 0.58464062 0.25243976 -0.124375879 0.30628670
## Zimbabwe -0.60195530 0.76836122 0.429274778 0.10401410
## Dim.9 Dim.10 Dim.11 Dim.12
## Albania -0.68600672 1.203597822 0.55107885 0.878158795
## Algeria 0.07466721 0.217125465 0.33834002 1.499120754
## Angola 0.76709558 1.324427588 0.74627825 0.014646417
## Argentina 1.29357323 -2.107443959 1.56670799 -0.611262841
## Armenia -0.34589930 -0.601520158 0.30292637 -0.303817744
## Australia 1.91972161 1.272517992 3.39893246 1.235310871
## Austria -1.87885293 0.149682431 -0.10393522 0.302544800
## Azerbaijan -0.95355724 0.071395601 -0.36280449 0.306432076
## Bahrain -0.58777175 0.402256180 -0.17129656 0.002422351
## Bangladesh -1.20472931 0.546275092 0.91432638 1.960973490
## Belarus 3.76185449 -1.720848403 -0.37749265 -0.100827928
## Belgium -1.31104087 -1.070631846 -0.46741369 2.383385174
## Benin -0.62999009 1.094579245 0.95714255 -1.046646378
## Bosnia and Herzegovina 1.20312936 2.536910483 -1.72156034 -1.675306808
## Botswana -1.49921152 -0.694319289 0.96246358 0.050455727
## Brazil 1.40789036 -0.225766602 0.20966934 -0.483459153
## Brunei 0.11447353 0.095387251 -0.19356268 -1.776370825
## Bulgaria -0.12066279 0.575203062 -0.75377672 -0.121815468
## Burkina Faso -0.37365226 0.556275363 0.81022699 -0.744280047
## Burundi 0.82557238 -0.108188180 -1.43322744 -1.258062700
## C.te.d.Ivoire -0.81448468 -0.150524914 -0.03378672 -0.309241124
## Cambodia -1.27485833 1.016704789 0.27143004 -0.775276958
## Cameroon -0.58966825 0.216890815 -0.68561594 0.001295622
## Canada 1.36727447 1.244749825 1.17083011 -0.132042323
## Chile 0.24103478 -0.959861243 0.69826406 0.190385123
## China -4.72215888 1.305549492 -0.10979940 -1.644271508
## Colombia -0.10387845 -0.706860297 0.79873043 -0.087454825
## Costa Rica 0.05523881 -2.491016366 -0.57262499 0.795156761
## Croatia 0.13109376 2.667980785 0.37786148 0.829514991
## Cyprus 0.70797566 0.107448893 -2.27580756 -2.117296289
## Czech Republic -0.29298885 -0.522185082 -0.07490890 1.397157133
## Denmark -0.99358372 -0.857744678 -0.48927021 0.989472191
## Dominican Republic -1.03738550 -1.538968755 0.33018406 -0.224924002
## Ecuador -0.86807934 -0.745506276 1.00396251 0.130550528
## Egypt -0.87640965 0.342379819 -1.25351681 1.327001832
## El Salvador 0.92143151 -1.835366611 0.29385999 -1.373490062
## Estonia -2.22243551 1.523523814 1.51070856 -1.441171802
## Ethiopia -0.82687169 0.692106273 0.28111148 1.313320135
## Finland -1.84078527 -0.898781357 0.04507718 -0.036187163
## France 0.21685802 0.609006721 -0.11589008 -1.309643520
## Georgia -1.72871149 0.366114247 1.89479745 1.150602577
## Germany -0.36841196 0.765709043 -1.12115287 0.228475984
## Ghana -1.84140948 -0.566910357 -2.20228641 1.277430724
## Greece 2.14023771 0.722330751 -0.28279677 1.688923931
## Guatemala -0.78324464 -1.716712381 -0.06946230 -1.054380493
## Guinea 0.78560068 0.862359936 -0.25497901 -0.871883010
## Honduras 0.38669511 -1.628888196 -1.11902455 -1.113038176
## Hong.Kong 4.10794170 -1.092893713 -1.28268431 3.903114772
## Hungary 0.24393644 1.234882433 -0.56821167 -0.700331303
## Iceland -1.21936082 -0.815699682 0.58062561 1.025892050
## India -0.27892053 -0.210063982 0.22402844 -1.398235415
## Indonesia -2.23825498 -0.202208712 -0.83285295 0.426338536
## Iran 1.59189462 2.159567099 -2.12218597 1.289204542
## Iraq 3.99303255 0.187288343 1.23882393 -0.198158677
## Ireland 0.49989382 -2.996756241 1.66500976 0.709712517
## Israel -0.54694591 -1.447383032 -1.86459084 1.943693178
## Italy 0.76875677 2.770545415 -2.03596714 0.122675098
## Jamaica 0.29972050 -0.224216265 -2.41151131 -1.805272368
## Japan -0.13349493 1.482821651 -0.24888386 -2.315273346
## Jordan 0.04356667 2.690465748 -0.58476020 0.778616929
## Kazakhstan 0.46251509 -0.706098603 2.10539242 -1.187067987
## Kenya -0.93704665 0.871692627 0.71425626 1.058875642
## Kuwait -0.02994898 -1.644216199 -0.80373822 -0.763210973
## Kyrgyzstan -0.57192511 -0.369614402 2.07177336 0.243876851
## Laos 0.68527507 -0.263588611 -1.41595900 0.290310995
## Latvia -0.79863635 0.009867167 0.60308806 0.661915667
## Lithuania -0.31307554 0.655334211 0.26457625 0.443507605
## Luxembourg -1.18396925 -1.206063666 -0.44249281 -3.962430320
## Madagascar 0.67059953 0.564768456 -0.69754671 -1.221286385
## Malaysia 0.68162874 -0.290384846 0.13710459 -1.300962813
## Mali 0.26672767 -0.237252206 -1.05833146 -0.500620763
## Malta 0.56023205 0.547451145 -1.38112279 -0.022033351
## Mauritania 0.27325825 1.082545604 -0.61243966 -0.464907769
## Mauritius -0.16587482 0.162194711 -1.27761379 0.368350436
## Mexico 1.46950920 -0.296651736 1.28787308 -0.285160311
## Mongolia -0.47700614 0.105616566 0.34769668 -0.634659481
## Montenegro 0.60261376 3.746556511 0.56305129 1.141656176
## Morocco -0.32119900 -0.571404064 -2.64690247 0.386090271
## Mozambique -0.67145171 -0.754058829 -2.07241367 -1.161888075
## Myanmar 0.85581785 0.650478240 0.01441111 1.229186586
## Namibia 0.12015224 -0.890591900 0.31208920 -0.152658412
## Nepal -0.75186347 0.474275783 0.85089158 1.027965867
## Netherlands -0.22867903 -1.173827782 0.73048550 -0.173874710
## New Zealand 0.06401708 0.058772861 1.47348104 0.310437500
## Nicaragua 0.56545477 -0.709069941 2.29523258 -0.405064409
## Niger 1.90927088 -0.199938624 1.44457664 -0.280858732
## Nigeria 0.67292915 1.121740327 0.46186877 -0.632444734
## North Macedonia 0.81416391 1.282307235 0.69568014 -0.471428708
## Norway -0.32172186 -0.051283098 0.55259090 0.174283750
## Oman -0.85484894 -1.481961983 -3.03037031 -0.727154435
## Pakistan -0.52545593 -0.168575959 -1.28650484 0.568199530
## Panama 0.31145388 0.637876726 0.01972128 1.232456161
## Paraguay -0.49864510 -1.742214857 -0.02495791 -1.525848321
## Peru -0.72580455 0.394133412 2.01269105 0.142487919
## Philippines -0.11243242 -2.759773105 1.45236371 0.778315235
## Poland 0.85872629 -0.582861824 0.62818687 -0.047272321
## Portugal 0.62066781 0.073954856 -0.73696112 1.036457865
## Qatar -0.39617527 0.888422797 0.22527513 -2.145809048
## South Korea -0.17700371 -1.015163942 -0.89769271 -1.075795270
## Moldova -0.93040429 -2.007463224 0.14884423 0.138307510
## Romania -0.55826942 1.093988317 0.96665494 -0.179377462
## Russia 0.95182412 -0.889458504 2.76367303 0.125689916
## Rwanda -1.34399042 -0.036073739 -0.74396209 0.307089408
## Saudi Arabia 0.36072001 1.529149506 -0.01747349 0.537117368
## Senegal -1.62090733 0.984092213 0.20591471 0.917574549
## Serbia 0.44596571 1.238032227 -1.77189264 -0.732687254
## Singapore 2.24805609 -0.767406805 0.62363910 -0.456451235
## Slovakia 0.55181615 -0.139050652 -0.07432569 -0.351657373
## Slovenia -0.30654838 1.081083534 -0.36814620 0.222763196
## South Africa 2.26342183 0.144949561 0.35139786 -0.356382551
## Spain 0.43225507 0.841424323 0.04948903 0.058235124
## Sri Lanka -1.45916558 -0.956362396 -1.25067084 2.756114499
## Sweden -0.90457428 -1.528052215 -0.10144714 -0.374590123
## Switzerland 0.65532324 0.874449087 -0.73346664 1.114010071
## Tajikistan -1.71441732 0.203251899 1.20970083 1.979762122
## Thailand 0.37476367 -1.199544829 0.52155838 -0.190228345
## Togo 1.72913773 0.376981865 1.91813717 -1.684865989
## Trinidad 0.71885149 -0.668400128 -0.37730015 -1.774419083
## Turkey -0.41074059 -0.555456470 -0.36579930 1.098674243
## Tunisia 1.72236734 -0.494279186 -1.97562796 0.501822651
## Uganda -0.92232275 0.581729139 1.04512109 -0.750718112
## Ukraine 1.65279847 -3.106698349 -0.21029662 0.799830089
## United Arab Emirates 0.41383138 1.093937412 0.22661679 -2.482367233
## UK 2.02594367 2.283988038 0.37031494 -0.058616560
## Tanzania -2.47757230 1.992053480 1.00128079 1.044658725
## USA 1.28032070 0.412500356 0.78092517 0.497223885
## Uruguay -1.34918603 -1.695425150 0.93877009 -0.547140428
## Uzbekistan -2.59621092 0.069296055 0.25252881 0.496727609
## Vietnam -1.37450590 -0.576129648 -0.02814066 0.005057152
## Yemen 2.74980391 -0.519762531 -1.39305312 1.514840982
## Zambia -1.68946821 -0.551845179 -1.12722714 1.008911400
## Zimbabwe 2.00239004 -0.199683953 -0.66080458 -0.259408831
## Dim.13 Dim.14 Dim.15 Dim.16
## Albania 1.790770749 -0.57209374 -0.505329460 0.685567721
## Algeria -0.196573736 -1.77741929 1.296188021 0.916221046
## Angola -0.343519099 -0.62364151 -0.826221207 -0.503688939
## Argentina -2.042191909 -1.31357089 1.542696608 0.463939676
## Armenia 0.006406598 0.37148808 -1.542341859 0.420990454
## Australia -2.569079624 0.60027714 1.230114129 1.618289206
## Austria 0.074503525 -0.04524381 0.587881482 -0.141832672
## Azerbaijan 1.800444887 -0.77394449 -0.875410948 0.966381328
## Bahrain 1.074710641 0.53814993 -0.644649437 2.522783953
## Bangladesh -0.104131940 0.80344118 1.706349670 0.548606529
## Belarus 1.836937470 -0.31664756 0.725407650 0.016979366
## Belgium 0.617853178 0.29295718 -0.361590692 -0.222171149
## Benin 0.370547456 -0.54306137 0.465114152 -0.374287722
## Bosnia and Herzegovina -0.271448424 0.72885703 -0.321559500 0.114077382
## Botswana 0.258933413 1.26901851 -0.391232223 -3.134467085
## Brazil -0.193570928 1.00230254 0.395155490 -0.265236434
## Brunei 1.779763674 -2.23592676 -0.353092600 -0.355657116
## Bulgaria -0.242723178 0.73094424 -1.749464234 1.050068033
## Burkina Faso 0.484662371 0.99067838 0.735351098 -1.265903779
## Burundi -0.294191959 -0.26965308 0.336723979 0.284366300
## C.te.d.Ivoire -0.381532806 0.72915979 0.125561246 0.520728834
## Cambodia 0.830409957 -0.05361078 0.452834784 -0.005944254
## Cameroon -0.375112109 -0.11326832 0.475588763 1.192736938
## Canada 1.440298742 -0.90488250 -1.278130874 0.219039272
## Chile -1.477819873 0.93555870 0.747417707 -0.733552620
## China -2.137209451 1.40137873 -1.861579095 0.850832705
## Colombia -0.282682875 0.25914284 0.653458877 -0.024532745
## Costa Rica 1.061912915 1.62647884 -0.160112106 -0.492679020
## Croatia 0.581400108 0.17106141 -0.424768107 -0.622088458
## Cyprus -1.768529393 2.43605002 0.275903221 2.535998142
## Czech Republic -1.276535741 0.11373064 0.106916878 0.517975782
## Denmark 0.641666813 1.14812975 1.100154126 -0.014100360
## Dominican Republic -0.276047623 -0.41701881 -0.025431229 -0.535976986
## Ecuador -0.569515436 -0.95151801 0.075423838 -0.163140661
## Egypt -0.629637786 -0.11656257 0.342983431 0.726765860
## El Salvador 0.288894223 -0.54266515 -0.583816845 -0.685259616
## Estonia -1.766536528 -1.31983543 1.401639477 -1.571379840
## Ethiopia -0.845969337 1.28195439 1.133101461 1.701821113
## Finland -0.623754576 -0.71117848 -0.956775896 0.573782013
## France 0.107735003 -0.76316897 -1.013376177 -1.319455047
## Georgia 1.342911013 0.34250504 -0.743857191 -0.443999210
## Germany 1.150524986 -1.03532674 -0.187272638 -0.161587978
## Ghana 1.248394536 -0.96814941 1.212209232 -0.121144614
## Greece -0.269795270 -0.48076507 0.148580428 -0.333399841
## Guatemala -0.166761876 0.22348581 -1.134366382 0.063775678
## Guinea -0.655045994 -0.75638869 -0.913966714 1.095186100
## Honduras -0.316132543 -0.26509894 -0.552653091 -0.967834138
## Hong.Kong -2.926109817 -1.10630374 -1.709611765 0.328429882
## Hungary -0.765395906 0.47387212 1.562663080 0.240257083
## Iceland -1.237792282 0.59599658 -1.849144597 -0.072864509
## India 0.132816906 -0.22491983 0.898085654 0.027550370
## Indonesia -1.119302757 -1.92198180 0.860460614 -0.373456001
## Iran 0.106775011 -1.61702893 1.829453299 0.854899052
## Iraq -1.008295560 0.20807448 -0.710285855 0.231848268
## Ireland 0.092752587 -0.88946482 1.280991654 1.298105750
## Israel 0.531947582 -0.74883263 -1.591520097 -0.354934701
## Italy -0.287396004 0.92796019 -0.695349837 0.094613642
## Jamaica -1.559131945 0.95980038 -1.085605201 -1.107346455
## Japan 1.776322786 2.05341239 -0.499004835 -0.397344747
## Jordan 0.018839353 -0.62674045 -0.826287676 -1.130991340
## Kazakhstan 1.541586873 -1.00490962 -0.626618391 0.763706040
## Kenya 0.284884359 2.10026433 -1.389168185 0.939595786
## Kuwait -0.599216273 0.71603704 -1.703774460 0.958195215
## Kyrgyzstan 1.583436644 0.46584052 0.007652423 -0.732218532
## Laos 0.824089348 -1.56076961 -0.910863395 -0.652294344
## Latvia -1.217466303 -1.44832965 -0.646437826 -1.117066690
## Lithuania -0.990162058 -1.77640706 -1.616384545 -1.912885161
## Luxembourg -0.323692820 -1.92692163 1.317377343 0.549517699
## Madagascar 0.081577400 -0.73521549 -0.181276369 -0.130732090
## Malaysia -0.084104445 -0.05437956 1.313797913 -1.165029767
## Mali -0.500565889 1.13148142 -0.121680616 0.753704414
## Malta 2.013078730 0.57302364 -0.234750662 -0.999169336
## Mauritania 0.317425536 -2.65476187 0.431785839 0.551238595
## Mauritius 0.646307783 1.09972169 -0.892728472 -1.526975022
## Mexico -0.327590021 -0.19399295 0.306156514 -1.796833723
## Mongolia 0.307901732 -2.62907118 -1.729650767 1.139623397
## Montenegro -0.280905345 -1.24576957 -0.482555431 1.634884422
## Morocco -0.665385910 1.05389205 1.065088033 -0.879681730
## Mozambique -1.128241322 -0.21273091 1.835096152 0.533728183
## Myanmar 1.245997430 -0.75165815 1.433180326 -0.172492749
## Namibia -0.269168742 0.99051683 -1.226141422 -1.422512598
## Nepal -1.325586397 -0.76473161 0.917623430 -0.432203675
## Netherlands 0.133203471 -0.68274779 0.932329618 -0.908314064
## New Zealand -0.929404142 2.11916225 1.355985967 0.622435820
## Nicaragua -0.448405192 0.36221262 -0.531124698 -1.027978345
## Niger -0.756286504 1.21239712 0.720654735 0.027571936
## Nigeria -0.149335149 -0.44479280 -0.856666542 0.957936517
## North Macedonia 1.066876503 0.43286053 -0.699993986 0.260623871
## Norway -1.788156790 -0.13538114 0.438624026 0.346522998
## Oman 0.435808028 -1.55641212 1.464845095 -0.820318361
## Pakistan -0.817094271 0.80678914 -0.153723786 0.935664181
## Panama -0.467429122 -0.79110166 -0.785161905 -1.784902387
## Paraguay -0.913245807 0.62774880 -1.515733111 -0.421665545
## Peru 0.423102491 -0.19141079 0.225386422 -1.624321981
## Philippines 0.296342497 0.92628460 -0.125036222 0.787483674
## Poland 0.144796269 0.25769219 0.419101492 -0.863960491
## Portugal -0.805066860 -0.05962886 0.874818502 -0.698108153
## Qatar -1.049846865 0.36373216 -0.274062064 1.679858893
## South Korea 0.703802009 -0.70902710 0.120157726 0.341169237
## Moldova 1.916759779 0.45404047 -0.598621722 -0.385839914
## Romania 1.058375195 1.76622477 1.628972609 -0.731335814
## Russia 0.807702526 -1.30920987 -0.012095357 2.250931125
## Rwanda -0.019862599 0.54354314 0.127425130 0.101232613
## Saudi Arabia -0.376686279 -1.23663416 -1.055894876 -0.967398962
## Senegal 0.463826637 1.04682494 0.511491812 -1.228729191
## Serbia 1.505804996 0.61189698 1.070812899 1.690882759
## Singapore 3.964924606 -0.10868987 1.830343457 1.289582500
## Slovakia -0.876916597 0.29244174 -0.350063103 -0.130250974
## Slovenia -0.622734320 -0.72321255 0.224416970 -0.357607725
## South Africa -0.946855351 2.72502147 0.856186561 -0.595794403
## Spain -1.123049923 -0.98011568 -1.178056757 0.520023938
## Sri Lanka -0.090925039 0.26221263 0.306813723 0.487788445
## Sweden 0.243109595 -0.79197434 0.425598515 -0.328262605
## Switzerland 0.417019663 1.15264621 1.390225873 -0.494602619
## Tajikistan 1.786502642 0.82877161 -0.589875030 -0.179897778
## Thailand -0.413492438 0.09893235 0.989869385 0.095964052
## Togo -0.691846361 -0.37001974 0.605246907 -1.768687756
## Trinidad 0.450917290 1.10512936 -1.798430876 -0.312445134
## Turkey -1.090180325 -0.71191012 -0.158719560 0.272907364
## Tunisia 0.939019860 1.31850720 2.001371350 -1.431667569
## Uganda -0.570356225 0.62495623 0.106591535 1.621615550
## Ukraine 1.934165769 1.02775028 -2.150479246 1.767216740
## United Arab Emirates 1.005373515 -0.67687991 0.143135521 0.711158769
## UK 0.390749432 0.80088859 0.122870024 -1.206576631
## Tanzania 0.873427461 1.21213451 0.310177346 0.232928497
## USA 1.033301018 0.17758900 -2.445882320 0.313630205
## Uruguay -1.648155318 -0.65697026 0.577545474 1.233264672
## Uzbekistan 2.646029380 -0.34988081 0.968396796 1.186620260
## Vietnam -1.376169935 0.33498818 0.047492527 -0.407468351
## Yemen -0.510024401 -0.06499043 -0.387216252 -0.177411494
## Zambia -0.457587635 -0.74406417 0.226041999 -0.279565661
## Zimbabwe 0.694310309 0.42059274 0.447578306 -0.272360481
## Dim.17 Dim.18 Dim.19 Dim.20
## Albania 1.587162264 -0.77415716 -0.549134131 -0.252299827
## Algeria 0.458375688 -0.16107952 -0.175393454 -1.975197912
## Angola 0.889081932 0.42526950 1.016168991 -0.487546330
## Argentina 0.741032246 0.23849111 0.008059202 -0.384722441
## Armenia -0.549314990 0.64914416 1.736246009 -0.371301516
## Australia 0.168333506 0.80072039 -0.299747599 -0.943883859
## Austria -1.502990081 0.68804183 0.917260335 -0.357422418
## Azerbaijan -0.059241563 1.20595357 0.164414325 -0.396102411
## Bahrain 0.571903527 -1.21583271 1.180352981 1.135982600
## Bangladesh -0.558487223 -0.30991968 1.700159776 1.224751315
## Belarus -0.027454488 -0.85851598 2.080364646 -0.004315699
## Belgium 0.628823943 -0.27831909 -0.177352970 0.283634106
## Benin -1.104573732 -0.80304526 0.037441203 0.731286936
## Bosnia and Herzegovina -0.462497539 -0.30390402 0.757888914 0.323822963
## Botswana -0.853390957 -0.70346256 -0.764906734 -0.407978739
## Brazil 0.796491402 0.72443830 -0.314322886 -0.590450789
## Brunei 0.230282714 -0.80726944 -0.443205348 -1.371718063
## Bulgaria -0.549033000 0.83583177 -0.202356491 0.141769856
## Burkina Faso -1.479466082 0.09105436 0.402133660 0.397229483
## Burundi 0.043413860 0.53479934 -1.507634927 -0.151518266
## C.te.d.Ivoire -0.634116386 0.44388751 0.210088317 -0.478909490
## Cambodia -1.145585117 -1.03863498 1.216382806 0.131293062
## Cameroon 0.037689648 0.35033617 0.320011541 0.129130377
## Canada 0.797853971 0.15941955 -1.267956392 0.252046159
## Chile 0.420841412 0.54357814 0.660182202 -0.698053016
## China 0.605302447 -0.85374110 -0.224930426 0.155678733
## Colombia 0.042937854 0.24026243 -0.649060475 -0.949455803
## Costa Rica 0.140422452 -0.34131226 -0.471185945 -1.958278073
## Croatia 1.762807097 -0.67101036 0.383277039 -0.790799985
## Cyprus -1.164162372 -1.30341356 0.304840299 -0.125417562
## Czech Republic 0.688071210 0.74288849 -1.479511243 0.488781943
## Denmark 0.438918787 -0.77806248 -0.204712648 1.030351512
## Dominican Republic 0.385175666 -0.03116319 1.268272328 -0.888683562
## Ecuador 1.044012208 -0.77526037 0.409391610 0.318656109
## Egypt -0.236261080 1.26733100 0.617259066 0.801463675
## El Salvador 0.447339480 -0.86137299 0.038072967 -0.684164568
## Estonia -0.570780574 0.82803735 0.214292721 1.044932498
## Ethiopia 1.003764907 1.24181939 -1.271183184 -0.921222278
## Finland -0.847046583 -0.94474648 0.067778506 -0.117114014
## France -0.641751612 0.05343243 -0.455410683 -0.520979944
## Georgia -1.397135188 -0.11073124 0.590026999 0.258950478
## Germany -1.583204857 0.81122338 -0.813032520 0.734812691
## Ghana 2.000181182 1.40403726 -0.285741486 1.345848472
## Greece -0.126368146 -0.59710831 0.347170804 0.366100570
## Guatemala -0.446653376 -0.01588318 0.233628989 0.139068790
## Guinea -0.343550381 0.67364632 -0.479241999 -0.303492067
## Honduras 0.575807391 -1.44426955 -0.812340053 0.044541942
## Hong.Kong -2.273750876 -0.55097226 0.115445422 0.490003241
## Hungary 0.793736333 -1.12181117 -1.057358799 0.613063601
## Iceland 2.782689876 1.73540569 -0.044167105 1.285246651
## India -1.026514092 -0.72776386 -1.125946192 -0.872750883
## Indonesia -0.083491099 0.19767941 -0.188948653 0.588892045
## Iran 0.417097708 0.39278238 1.910994675 -0.302992145
## Iraq 1.034904105 0.64201109 0.439348081 0.883893208
## Ireland -2.593506026 -2.06130674 -0.689247498 -2.075684798
## Israel 0.107646521 -1.20826136 0.962222118 -0.834490600
## Italy -1.215275145 -0.44881123 -0.594337785 -0.138120296
## Jamaica -0.796939471 0.10835035 0.023965807 -0.929673852
## Japan 0.533010159 -1.06162173 1.706363392 -1.909602583
## Jordan -1.109019018 1.26120192 -0.714954443 -0.901017935
## Kazakhstan -0.205573153 1.08073881 1.189754575 0.306647101
## Kenya 1.104221417 0.99883043 -1.063391635 -0.765987100
## Kuwait 0.561842045 -3.17534712 0.177328451 1.185256617
## Kyrgyzstan -0.631236780 -0.47748904 0.714492197 1.426693884
## Laos -0.533641495 0.53268124 -1.131745838 1.101151973
## Latvia 0.302890763 1.10508425 0.064871424 -0.675828886
## Lithuania -0.727521407 2.20514585 1.407620277 -1.544147388
## Luxembourg -0.595347436 1.72163320 0.417131317 1.693454814
## Madagascar -1.274326002 0.95986293 0.099735884 -0.267940040
## Malaysia 0.362628814 0.04944578 -0.655215068 -0.022222811
## Mali -0.663576658 0.43266593 -0.233131668 0.063128242
## Malta 2.534964574 0.20912625 -0.991917874 0.303009118
## Mauritania -1.077607797 -0.33013599 -0.835720054 -1.189443618
## Mauritius 0.304779974 0.72270101 -0.337101202 -1.177675017
## Mexico 1.101261896 0.15521294 -0.849792659 0.449486041
## Mongolia 0.083578520 -0.68902652 -1.148610780 -0.485114177
## Montenegro 1.292275864 -2.30030127 -1.019415045 0.773721491
## Morocco -0.827080795 -0.09704687 -0.876671574 -0.515564363
## Mozambique 1.574908492 -1.00019159 -0.782533214 -0.899192112
## Myanmar -0.563002481 0.34707410 0.116411020 -0.069517679
## Namibia -0.136662748 -0.21078852 -1.247103856 -1.340140641
## Nepal 0.486327648 -1.94732205 0.594685520 0.648963693
## Netherlands 0.399164548 0.43229462 -0.214231511 0.130230049
## New Zealand 0.583271104 0.99253941 0.442168481 -0.607367738
## Nicaragua -0.404743716 -1.76182911 -0.546545003 0.493217507
## Niger 1.179189703 -0.34439500 0.120674345 0.183146885
## Nigeria 0.491747912 0.18482296 1.076092768 0.348802628
## North Macedonia 0.201063297 0.01434127 0.214649658 0.198660898
## Norway 0.187119414 -0.96153524 0.296766563 0.719315400
## Oman 0.625288945 0.36071849 0.340372194 0.527687955
## Pakistan -0.648228587 0.72377237 -0.032121228 0.261007545
## Panama 0.742374783 -1.70297041 0.989981576 -0.982471082
## Paraguay 1.598474477 0.28237055 1.801297379 -0.422840856
## Peru -1.414566037 -0.64416834 -0.508745649 0.360750301
## Philippines 0.300396697 -0.09763912 -2.171587658 0.757205344
## Poland 0.726381188 0.45232887 0.433220252 0.722783312
## Portugal -0.525138929 0.27885791 0.170467732 -0.068449968
## Qatar -1.658047174 0.52842041 -0.167301405 2.008325608
## South Korea 1.011985206 0.39325112 1.542736226 0.228839114
## Moldova -1.771043733 0.67184080 -0.045694040 1.195176036
## Romania -1.790574226 -1.02649629 0.373050043 0.676896069
## Russia -0.070587687 1.65162612 -0.013731838 -0.579722958
## Rwanda 0.138141536 0.89346737 0.339856227 -0.680126787
## Saudi Arabia 0.394976756 -1.24316646 -2.180802456 -0.376505821
## Senegal -0.485869455 -0.59521077 -0.842506781 0.059795692
## Serbia 0.093468133 -1.14103951 -0.878954902 -0.787997535
## Singapore 0.423234982 0.08051732 0.280742087 -1.007211658
## Slovakia -0.300731148 0.48033373 -0.672784572 0.553404169
## Slovenia 0.526279552 0.34802524 0.943273730 -1.407538877
## South Africa 0.067516618 0.46716609 -0.597701689 -0.012512657
## Spain -1.565038011 -0.44438207 -1.334463599 0.455480069
## Sri Lanka 0.793335065 -1.22893992 1.230566105 1.363367767
## Sweden 1.073037718 -0.68264532 -1.040880740 1.000826491
## Switzerland -1.631919189 -0.42452517 1.861570153 -0.679320173
## Tajikistan -1.558275651 1.01940568 -1.033311780 1.492043339
## Thailand 0.968260508 0.31159058 -0.333742383 0.847695059
## Togo 0.414467805 -1.50922955 0.977273491 1.496069591
## Trinidad 1.070715896 1.40641579 1.030228097 0.040614459
## Turkey -0.009275349 0.27909464 1.254048236 0.300524073
## Tunisia 0.344435419 0.52100764 -1.151461555 0.153747090
## Uganda 0.004424582 0.85106701 0.189635377 -1.464592503
## Ukraine -1.796693044 0.74737078 -0.671709606 0.504482199
## United Arab Emirates 0.208086562 -0.11738832 -0.458406087 1.739751092
## UK 0.016158420 1.95033318 -0.537996063 0.832976842
## Tanzania -0.046037164 -0.11750341 0.111690141 -0.352487597
## USA 1.392948258 -1.08727050 0.670967573 0.014038606
## Uruguay -0.315001920 0.26997282 -0.989933976 -1.649948913
## Uzbekistan 0.431849031 0.31664492 0.015580553 -1.118544981
## Vietnam 0.138772426 0.41140089 1.059922819 -0.906324920
## Yemen -1.108810818 0.16811984 1.234062570 1.045060178
## Zambia 0.889878551 -0.10925437 0.286451206 1.093158187
## Zimbabwe 0.396483043 1.32960601 -1.248594920 1.054275040
## Dim.21 Dim.22 Dim.23 Dim.24
## Albania 0.14530445 0.0852047882 -0.954254114 0.646082922
## Algeria 0.35048942 -0.2371034340 0.796339495 -1.281702196
## Angola -0.98818893 -0.6324684298 -0.311123679 -1.169402102
## Argentina 0.89541970 0.4912809563 0.460423260 0.008690907
## Armenia -0.93827151 -0.6394691331 -0.126620958 0.431824278
## Australia -0.31967503 -0.0425010928 -3.446494848 1.650170738
## Austria -2.03287684 -0.9154183124 -0.213568449 0.964097744
## Azerbaijan 0.22939975 0.3601548000 0.519219991 0.513226248
## Bahrain -1.02199873 1.2965383839 0.551122515 0.441539336
## Bangladesh 0.36945276 1.4025294536 0.492343957 0.054177334
## Belarus -0.33873911 -0.4272295987 -1.055242476 0.248309575
## Belgium 0.22699733 -0.2039288704 0.798052070 0.986358183
## Benin 0.20851829 0.4068090669 0.055545075 -0.115032444
## Bosnia and Herzegovina -0.39272599 0.2019208112 0.072018640 0.645275747
## Botswana 2.33652461 -0.1534125852 0.085271621 -1.601101023
## Brazil 1.26861570 0.7960018145 0.393208561 -0.971732487
## Brunei -0.06294632 0.6149492160 -0.223879701 -0.475200652
## Bulgaria 0.31497838 0.1808411171 0.564894115 -0.390700475
## Burkina Faso 0.12759219 0.7066238000 0.027007721 -0.428820622
## Burundi -0.64090085 0.2017696795 -0.022293920 0.437290824
## C.te.d.Ivoire -0.18445147 1.0779960467 0.615949451 0.125973717
## Cambodia 1.60649281 0.2569302893 -0.408446908 -0.139261118
## Cameroon -0.58509173 1.3159020308 0.854488525 0.609261343
## Canada -0.51810178 2.0870661677 -0.778640106 -0.076668944
## Chile 1.07890625 0.1293307815 0.419867951 -0.163686015
## China -0.15942531 -1.2079632331 0.058788201 0.915229483
## Colombia -0.27980332 0.1593157049 0.511083145 1.036697134
## Costa Rica 0.57422689 0.0129414587 0.593488760 -0.695993361
## Croatia 0.31234290 -1.3373555357 0.175849946 -0.313270257
## Cyprus -0.85571995 -0.6442716566 -2.035495057 -0.755360790
## Czech Republic -0.43769429 0.2276686266 -0.016927459 0.698529518
## Denmark -0.05319002 -0.4017167751 -0.597479707 -0.044463759
## Dominican Republic -0.75081531 1.4444514117 -0.345436567 0.053247776
## Ecuador -0.76997891 -0.4742849928 -0.148769979 1.772504619
## Egypt 0.80963391 0.6679217833 0.371068826 -0.403961039
## El Salvador -0.33414757 -0.6158382138 -0.660845144 0.648320181
## Estonia 1.25832763 -0.1901693276 -0.299892421 -0.388755602
## Ethiopia -0.35809554 -0.1237726545 -0.032461842 -0.657497363
## Finland -0.50745060 -1.1032348179 -0.089961896 -0.571689045
## France -1.09080535 0.7271126270 -0.379404678 0.749961229
## Georgia 0.53825259 0.3266089642 0.181901259 0.516217477
## Germany 0.10659553 0.3753987760 -1.681377392 -1.074624723
## Ghana 0.96457316 0.5703088974 -0.389354231 1.614197056
## Greece -0.05104266 1.2139405607 0.598280992 0.623718422
## Guatemala 0.15132452 -0.3534116227 -0.120461714 0.567876044
## Guinea 0.68560780 0.1995824989 0.252520780 -0.365412710
## Honduras 0.22216691 -0.3703829235 -0.297516767 0.491746805
## Hong.Kong 0.57508358 1.1203517166 0.904194623 0.815450976
## Hungary 0.14301232 1.2913117367 0.050991404 -0.734865670
## Iceland -0.37255353 -0.3982121671 0.899826742 -2.431666758
## India -0.70947311 -0.3367878314 0.781424221 -0.980512063
## Indonesia 1.05717193 0.3340671970 -1.075994037 -0.995598166
## Iran -0.06712696 -2.4866384043 2.371234865 0.835373410
## Iraq 0.78561297 -0.8678389883 0.611674992 -0.324206992
## Ireland -0.71235950 0.9771321037 0.444720712 -1.623508743
## Israel 1.34034653 -0.2752718952 -1.618701317 0.320095349
## Italy 1.10311866 2.1306989210 -0.484398256 -0.373435771
## Jamaica 0.20602775 0.2463709911 1.395151570 -0.405030637
## Japan 2.09687561 -0.1848825259 -0.586625705 -0.926509929
## Jordan -1.03825055 -1.1490817050 0.061343001 0.215084897
## Kazakhstan -0.67573064 0.7222477493 -0.025662599 0.143824215
## Kenya 0.01029360 -0.9230088255 -0.036338206 0.329023637
## Kuwait -0.23061619 -0.0729524821 0.608040609 -0.070671467
## Kyrgyzstan -0.01377356 0.0948861061 -0.095381006 1.115899471
## Laos 0.60552136 -0.6084165969 -1.580711794 -0.064785525
## Latvia -1.21749238 0.6291801433 0.825882602 0.050765601
## Lithuania 0.25960729 0.5422989551 -0.239106431 -0.236620611
## Luxembourg 1.26151354 -0.3259640111 1.157452595 -0.186223271
## Madagascar -0.16960202 -0.8948888250 -0.227322236 -0.864561436
## Malaysia -0.52754686 -1.1893551048 0.515944656 0.584427972
## Mali 0.08865428 0.7351783245 0.446828788 -0.411856205
## Malta -1.64013061 0.4139782062 1.173430598 -1.227269375
## Mauritania -0.57867714 -0.7801424237 0.703517312 -0.095577006
## Mauritius -1.40490090 0.0551096291 0.496654493 -0.303491604
## Mexico -0.48989256 0.8388923121 -0.854263462 -1.131976167
## Mongolia -0.40913898 -0.8439423113 -0.025712070 0.297694015
## Montenegro 1.23342426 -1.3286450246 0.290190113 -0.701373483
## Morocco -1.16732894 -0.2185906308 0.888464671 0.577286454
## Mozambique -0.03859846 1.4761160285 -1.758061012 -0.013554685
## Myanmar -0.78847827 -0.8258967846 -0.998953258 -1.212362845
## Namibia 0.63988496 -0.8579711105 -0.763497084 -0.013969726
## Nepal 0.11924222 -0.1998961573 -0.132245599 0.067055904
## Netherlands -0.03277228 0.3161261734 1.606732908 2.005654513
## New Zealand -0.56662213 0.0298511164 -1.995654527 -0.704767987
## Nicaragua 0.34677672 -0.6139981396 -0.844752959 0.808269589
## Niger -1.57683489 -0.4305990417 -0.097466565 -0.412156423
## Nigeria -0.21655028 1.1188157510 1.287369355 -0.153740652
## North Macedonia 0.90736313 -0.5482992252 0.502703869 0.320995368
## Norway 0.30053813 0.3978254511 0.611542813 -0.867643773
## Oman 0.50809924 -0.2759417875 -2.072091916 0.374925512
## Pakistan 0.54294978 0.0893819278 -0.189657060 0.504229038
## Panama -1.31271453 -0.4163081355 -0.358875083 -1.333735692
## Paraguay -0.69475774 0.0003836347 -0.614618149 1.528738238
## Peru -1.01832389 -0.2775552909 0.091756041 1.304953282
## Philippines -1.10344637 -1.1191030515 0.182311793 -0.398230874
## Poland -0.16581578 0.9032338817 0.407825606 -0.661029720
## Portugal -0.31681328 0.1420074278 -0.006187692 0.389777310
## Qatar 0.41533356 -2.2980503174 0.058222321 0.219352120
## South Korea -0.01684708 0.5797375570 -0.424224980 -0.932375090
## Moldova -0.49267211 -0.2933206596 -0.498796031 0.260111366
## Romania 0.51786297 0.2129855231 1.227722998 -0.971578019
## Russia 2.11170389 -0.6622509236 0.063554329 -1.327295667
## Rwanda -0.97335800 1.2578992331 0.254823511 1.026811068
## Saudi Arabia 0.87594345 -0.5825211157 0.280328175 0.741658848
## Senegal -0.45183207 1.0046682323 0.563937952 -0.006361395
## Serbia 0.88921909 0.6197581726 -0.219562956 1.140384658
## Singapore 1.22363007 -0.0682033338 0.096264252 1.319387193
## Slovakia 0.07452049 -0.0220179890 0.202722612 0.376403444
## Slovenia 0.34410549 0.0164288005 0.371875539 0.365784088
## South Africa 1.77063934 -0.7280726866 1.502143875 0.708330583
## Spain 0.70437364 1.5778620816 -0.114303324 0.586400472
## Sri Lanka -0.09449068 -0.1056960891 -0.475266563 -1.425712943
## Sweden 0.67562229 -0.9295621693 1.543299921 0.241222335
## Switzerland -0.95953448 -2.2158728681 0.469191976 0.544061043
## Tajikistan 0.21468209 -0.1800783029 -0.541263662 -0.274176632
## Thailand -0.16839203 -0.9803235608 0.354519470 -0.564309875
## Togo -0.21649940 0.8304686110 0.296787358 0.666239011
## Trinidad 1.57919820 0.7451517020 0.006090092 0.120986142
## Turkey -0.57090587 1.1322114625 0.287598054 -1.183550086
## Tunisia -0.26089556 -0.0412691025 0.305882503 0.548112757
## Uganda -0.28213104 0.6106603679 -0.347442853 0.687713244
## Ukraine -0.04350328 -0.2942950735 0.330727326 -0.465167993
## United Arab Emirates -3.63301082 0.3695935787 0.198386470 -1.572610644
## UK -0.30178014 -0.0786043280 -1.473584665 0.534778911
## Tanzania -0.57990121 0.9890920474 0.170389560 0.443374777
## USA 0.36761034 0.4092543347 0.433698272 1.019304559
## Uruguay 0.20678102 -0.0588226009 0.515799395 0.866694831
## Uzbekistan 0.06985832 -0.7405647010 0.259004710 -0.817828116
## Vietnam 0.16655719 -1.3801915623 -0.342244209 -0.529855353
## Yemen -0.43671692 -1.1591569429 -1.011825037 -1.001125251
## Zambia 1.13483640 -0.6502730760 -1.274157328 0.394074715
## Zimbabwe 0.15559096 -0.5050486116 -0.518016836 0.165981487
## Dim.25 Dim.26 Dim.27 Dim.28
## Albania 1.417184784 -0.823590444 -0.538692460 0.613712415
## Algeria -1.343507791 0.183417272 -0.689365654 -0.609247753
## Angola -0.150450078 -1.294396788 0.283634319 0.430473853
## Argentina 0.436248981 0.080566560 0.092106392 -0.400100235
## Armenia -0.060732654 -0.622167445 -0.508039169 0.342311252
## Australia -1.303931448 -0.654298573 -0.252689144 0.158332670
## Austria -0.248403892 -0.185898521 -0.097956846 -0.159872410
## Azerbaijan 0.792156034 0.837502407 -0.942612675 -0.543498273
## Bahrain -1.008417223 1.083092386 0.590393121 -0.210959713
## Bangladesh 0.238925047 0.452102244 0.153195300 -0.954746178
## Belarus 0.120042445 -0.307708195 -0.980451504 0.247653171
## Belgium 0.117587062 0.815422890 -0.347601763 -0.239578344
## Benin 0.654572324 -0.179568253 0.903333365 -0.672717444
## Bosnia and Herzegovina 0.084498130 0.827156115 -0.727544944 0.938166642
## Botswana -1.986455951 0.502106767 -0.405894097 -0.262035484
## Brazil 0.961237833 0.156240489 0.277888142 0.003219282
## Brunei 0.431791957 -0.178835483 1.008268375 0.091258830
## Bulgaria -1.713209604 -0.116725467 0.211573319 0.620054263
## Burkina Faso -0.074826811 -0.670750693 0.001693443 0.614080943
## Burundi 0.295570206 -0.127297653 -0.469061133 0.309232848
## C.te.d.Ivoire 0.344778885 0.045867791 0.388996463 -0.169095363
## Cambodia 0.435410741 0.707896556 -0.559396444 -0.322789247
## Cameroon -0.065543583 -0.173136811 0.130703865 -0.104058383
## Canada -0.410669212 0.796586154 0.761872482 0.906788566
## Chile -0.094878250 0.749530229 0.321211529 0.970008162
## China -0.308440980 1.450287240 0.230367392 0.035815324
## Colombia 0.939540411 0.571033558 -1.109821737 0.971757840
## Costa Rica -0.522980486 -0.740993071 0.899969981 0.791155725
## Croatia -0.279458212 -0.313721430 0.501897876 0.159506721
## Cyprus -0.518920235 0.454213779 -0.931227590 -0.773624682
## Czech Republic -1.124945173 -0.355352984 2.127206164 -0.003679966
## Denmark 1.980390595 -0.196437992 -0.676161829 -1.264056572
## Dominican Republic -0.894632291 -0.179073887 0.200449791 0.271741040
## Ecuador 0.319119355 0.668844103 -0.285658227 -0.005536755
## Egypt 0.037288523 -0.267189458 -0.178810695 -0.334389657
## El Salvador 0.239610197 1.071099842 0.586173012 -0.409709574
## Estonia 0.821805277 -0.327339784 0.583905584 -0.024517449
## Ethiopia 0.435853094 -1.662302494 -0.707886503 0.738399254
## Finland 1.332531820 0.160380153 0.153035240 -0.464533400
## France 1.013371546 0.959819108 -0.149307643 -0.623046195
## Georgia 0.160300258 0.169861398 -0.076389293 -0.251802460
## Germany -0.222631742 -1.594601478 0.248275202 0.304621790
## Ghana -0.241080039 -1.336804298 0.386099965 -0.942435509
## Greece 0.748360108 0.608719383 -0.140594201 0.099211275
## Guatemala 0.006635454 1.027769215 0.568229184 1.254668214
## Guinea -0.213086655 -0.194875736 0.062763005 -0.715332495
## Honduras 0.102713747 0.483959476 0.052884639 0.547735307
## Hong.Kong 1.318371058 -0.230609575 -0.732983099 0.550433337
## Hungary -1.731211203 0.058807239 -0.586566938 0.483725977
## Iceland 0.638479904 1.970541584 1.008546362 0.242006272
## India 0.835969868 0.440084187 1.297788015 -0.004913645
## Indonesia -0.247299932 -0.046438958 0.562249421 0.963425016
## Iran -0.980216800 0.458932230 1.132639849 -0.241662042
## Iraq 0.077146740 -0.479075285 -1.235161029 -1.692056790
## Ireland -1.048632421 1.044588325 -0.518444023 -0.974949220
## Israel -1.713076265 -0.720504712 -0.139028235 -0.325941906
## Italy 0.136638708 0.766654536 0.328377249 0.063922709
## Jamaica -0.791478494 -1.294431154 0.220507870 0.266899041
## Japan 1.818258295 -1.245709727 -0.156330107 0.024683807
## Jordan 0.304803728 0.100887733 -1.004256334 0.201586355
## Kazakhstan -0.190245392 -0.819303772 -0.321916539 0.950083799
## Kenya 0.241320606 -1.022653703 -1.009869219 -0.619867484
## Kuwait -1.194121952 -0.492654042 0.568007910 -0.384954555
## Kyrgyzstan -0.889632717 0.834158225 -0.523624510 -0.313218083
## Laos 0.137738176 0.911707967 0.068841648 0.016281001
## Latvia -0.627764856 -1.168029381 -0.753284625 -0.113707493
## Lithuania 0.560388861 0.878825991 0.088864792 -1.036686993
## Luxembourg -0.736326710 -0.267387097 -0.908931143 0.925787335
## Madagascar 0.157385748 0.390843295 0.949343437 0.965400496
## Malaysia 0.735706215 -0.728706379 0.120198292 -0.255903514
## Mali -0.117341482 -0.292138089 -0.165982252 0.275355685
## Malta -0.540610901 0.464494578 -1.032174139 -0.261216399
## Mauritania 0.110919687 0.644358674 -0.120591837 -0.704542028
## Mauritius 1.357710382 -0.412687122 1.879667141 0.006285854
## Mexico -0.408862064 0.948013708 0.435924762 -0.018725273
## Mongolia -0.092287250 -0.437216590 0.133013939 -0.438506862
## Montenegro 0.651270722 -0.593247373 0.290424904 0.733599237
## Morocco 0.103333012 -0.379581813 -0.347030302 -0.582755019
## Mozambique -0.427690854 -0.545079131 -0.476820419 1.878784389
## Myanmar 0.297178282 1.017375443 0.695887942 1.994883159
## Namibia -0.376651901 -0.190606624 -0.960623153 -0.738441222
## Nepal -0.150113035 -0.261924503 -0.084964101 -1.131278131
## Netherlands -1.856613369 -0.394802186 -0.421623123 1.416297674
## New Zealand 0.926028901 1.617967909 0.902018670 -0.578454576
## Nicaragua -0.161927396 0.572440360 -0.583766395 -0.742705624
## Niger 0.874131491 -0.682526223 1.288969159 1.133426877
## Nigeria -0.249789213 0.822134069 0.315209776 -0.195338822
## North Macedonia 0.397996027 0.406604984 0.550112014 -0.223403619
## Norway 1.202258709 -0.723586357 -1.105995490 1.842508287
## Oman 0.489168484 0.340059661 -0.537458870 -0.086512957
## Pakistan 0.677071205 0.420430518 -0.203418472 -0.118098857
## Panama -0.643065366 -1.520133270 -0.061670428 -0.372552986
## Paraguay 0.009106689 0.602685630 0.949784342 0.862923942
## Peru 1.253705932 0.334755446 -0.845561596 1.371139402
## Philippines 0.195152935 0.275844656 0.848990170 -0.416686816
## Poland 0.104858694 -0.657628066 -0.750806199 -0.066231852
## Portugal 1.069442679 0.295072569 0.159819927 0.067530613
## Qatar 0.647173167 -1.021490269 0.735392317 -0.619147372
## South Korea 0.681383331 -1.655434047 -0.276838481 -0.986804181
## Moldova -0.167976081 -1.183893091 0.643370941 -0.218824741
## Romania -0.141006676 0.306492529 0.803559594 0.281095984
## Russia -0.199291293 -0.199707589 -0.561084403 0.112872055
## Rwanda 0.411302812 -0.060227303 0.640766983 -0.655631263
## Saudi Arabia -0.889758275 0.339055380 0.167242229 -0.714330393
## Senegal 0.183974576 -0.908301361 0.335780807 -0.783931998
## Serbia 0.303821004 0.452388173 -0.023791278 0.372503026
## Singapore 0.003095867 0.138521294 1.897989584 -0.941289146
## Slovakia -1.194498928 -0.597173344 0.902838013 -0.287733839
## Slovenia -0.353132328 0.602807686 -0.647933141 -0.251552575
## South Africa -0.391426996 0.783511502 -0.299661376 0.212556012
## Spain 0.531420184 -0.472149554 0.637242593 -0.429866836
## Sri Lanka 0.751572373 -0.645594675 0.795868522 -0.624159848
## Sweden 0.280675865 0.131653067 -0.628164689 0.796689584
## Switzerland -1.612474493 -0.787912109 0.562579348 0.975705475
## Tajikistan -0.399041787 -0.599663167 -0.752972784 1.073213473
## Thailand -0.196106417 -0.603588924 -0.352779263 -0.125891768
## Togo -0.048542988 -1.296349048 0.513924462 -0.511932016
## Trinidad -0.380222122 -0.426429160 -0.236454465 -1.014393259
## Turkey 0.305791348 1.164317788 -0.041044356 -0.250724523
## Tunisia 0.829494428 0.383940154 -0.964157985 -1.261053330
## Uganda -0.916540907 0.475649560 0.062412028 -0.600032994
## Ukraine -0.039988475 -0.723647482 -0.166811612 0.438863491
## United Arab Emirates -0.751284427 0.008874231 -1.782779678 -1.257733343
## UK -1.862104117 0.144940547 0.975331354 -1.132095271
## Tanzania -0.070816477 -0.688149374 -0.929452212 0.558094870
## USA 0.781624510 -0.153404758 -0.793738189 1.446142012
## Uruguay 1.538915302 -1.463514688 1.117708903 -0.569718095
## Uzbekistan -0.525703026 1.559907153 -0.544832567 0.479524157
## Vietnam 0.237145669 0.833009783 -2.061850280 -0.325119691
## Yemen 0.134324817 1.020877403 0.678306425 0.790243456
## Zambia -1.011578655 0.609352111 0.243325146 0.162231186
## Zimbabwe 0.342874547 1.159315021 -0.806561106 0.306032362
res.ind$contrib # Contributions to the PCs
## Dim.1 Dim.2 Dim.3 Dim.4
## Albania 1.563627e-01 3.255778e-01 1.488229e+00 3.852081e-01
## Algeria 6.915887e-01 5.984489e-03 4.093189e-01 9.207233e-02
## Angola 1.143334e+00 8.021547e-02 5.078557e-01 3.064716e-01
## Argentina 1.488310e-02 1.633274e-01 1.188269e-01 3.652786e-01
## Armenia 1.245580e-01 2.420895e-03 3.957356e-01 2.811831e-01
## Australia 1.031542e+00 4.594725e-01 2.099931e-01 1.076958e+00
## Austria 2.044399e+00 3.573131e-02 4.523062e-02 2.589051e+00
## Azerbaijan 2.551914e-01 1.360821e-02 3.454664e-02 2.971350e-01
## Bahrain 3.074228e-02 4.511339e-02 5.573193e-03 2.621565e+00
## Bangladesh 7.106142e-01 1.130156e-01 3.870984e-01 2.487290e-02
## Belarus 4.824234e-02 2.336182e-02 4.295674e+00 8.940710e-01
## Belgium 1.545334e+00 1.278734e-01 2.748018e-01 4.487232e+00
## Benin 9.257504e-01 4.739021e-01 5.292964e-01 1.061106e-01
## Bosnia and Herzegovina 1.233603e-01 1.291376e-01 1.819493e+00 1.753893e-01
## Botswana 2.608434e-01 9.755225e-01 8.078260e-02 4.357322e-01
## Brazil 5.616029e-03 8.493286e-01 1.292594e-02 6.369782e-03
## Brunei 1.105202e-01 6.824660e-01 9.965405e-03 7.366817e-01
## Bulgaria 7.474034e-02 1.873792e-01 3.385921e+00 3.229432e-01
## Burkina Faso 8.522449e-01 2.584248e-01 3.068110e-01 1.696096e-01
## Burundi 1.167339e+00 2.131340e-01 8.060316e-01 7.383144e-01
## C.te.d.Ivoire 6.813531e-01 1.710225e-01 3.598671e-01 1.373731e-04
## Cambodia 6.625186e-01 5.582212e-02 1.209544e-01 2.983371e-01
## Cameroon 9.510724e-01 1.741561e-01 5.937120e-01 3.070312e-01
## Canada 2.040255e+00 1.640461e-02 2.732573e+00 2.208221e-01
## Chile 6.238762e-02 5.662644e-02 1.801378e-01 1.731723e+00
## China 9.191480e-01 8.634480e+00 4.064841e-01 2.109370e-01
## Colombia 7.630881e-03 1.851082e-01 3.699462e-01 5.305608e-02
## Costa Rica 1.838770e-02 6.899908e-02 2.375764e-01 5.321955e-01
## Croatia 5.868828e-02 2.871432e-02 3.992983e+00 4.299656e-02
## Cyprus 7.454231e-01 4.277972e+00 2.964267e+00 4.370495e-01
## Czech Republic 5.293243e-01 3.996252e-01 3.539697e+00 7.400263e-01
## Denmark 2.769587e+00 1.196207e+00 4.738558e-01 1.115682e+00
## Dominican Republic 3.229973e-01 4.238156e-03 1.953072e-03 3.582170e-01
## Ecuador 3.757601e-01 2.066358e-02 4.429469e-02 1.562865e-01
## Egypt 1.828692e-01 2.845041e-01 1.725207e-01 2.438468e-01
## El Salvador 5.056909e-01 1.086864e-02 2.420736e-03 1.085855e-01
## Estonia 1.209980e+00 2.217238e+00 3.684511e+00 5.676187e-01
## Ethiopia 9.562765e-01 1.848236e-02 4.007271e-01 5.714635e-01
## Finland 3.284016e+00 1.114022e+00 3.062450e-04 3.077425e+00
## France 2.257847e+00 3.767186e-01 1.005626e+00 1.249809e+00
## Georgia 7.459928e-02 2.342210e-01 3.647765e-01 6.188039e-01
## Germany 2.442973e+00 1.253491e+00 9.603674e-01 2.306872e+00
## Ghana 4.060223e-01 8.417751e-02 3.079667e-02 8.421006e-02
## Greece 1.030487e-01 5.272904e-03 2.105512e+00 1.862769e-01
## Guatemala 6.435208e-01 1.811608e-03 5.422992e-02 1.247229e-02
## Guinea 1.297223e+00 3.366426e-01 1.121378e+00 4.729082e-01
## Honduras 6.466642e-01 1.438291e-01 7.650119e-02 1.922440e-01
## Hong.Kong 6.576987e-01 4.206519e-01 1.297335e+00 1.171936e+01
## Hungary 3.646712e-01 2.811309e-01 2.020336e+00 1.102289e-01
## Iceland 1.493131e+00 7.059757e+00 5.956403e-02 2.066174e-01
## India 8.038286e-03 1.366956e+00 2.389016e-01 5.785150e-03
## Indonesia 1.775135e-02 2.272911e+00 2.223405e-01 1.811091e+00
## Iran 1.243941e-01 1.009360e+00 1.588532e-01 6.377844e-01
## Iraq 1.522598e+00 1.600594e-01 3.371974e-01 2.477079e+00
## Ireland 1.303455e+00 1.360334e-01 1.556003e-01 2.517345e-01
## Israel 1.585854e+00 1.090518e+00 3.668276e-03 3.229584e-01
## Italy 8.788450e-01 1.296947e+00 4.465436e-02 2.304566e+00
## Jamaica 2.202529e-01 6.555903e-02 3.766418e-01 1.473125e-01
## Japan 1.863022e+00 1.967179e+00 1.970123e+00 6.486439e-01
## Jordan 4.956626e-02 1.121150e-04 3.292480e-02 8.913247e-01
## Kazakhstan 4.747619e-02 3.884139e-01 7.898034e-01 1.452420e-01
## Kenya 4.410661e-01 5.711713e-03 1.376221e-01 1.886820e-03
## Kuwait 4.480279e-02 1.773412e-02 9.391795e-03 1.007466e+00
## Kyrgyzstan 4.897611e-01 2.140973e-02 4.552394e-02 1.664948e-02
## Laos 7.549482e-01 2.877718e-03 1.715357e-01 3.313292e-02
## Latvia 1.279510e-01 5.992906e-02 2.944619e+00 7.416947e-02
## Lithuania 3.303456e-01 2.238383e-01 2.714709e+00 7.899916e-02
## Luxembourg 1.429082e+00 7.320281e+00 2.389428e-01 4.895883e-01
## Madagascar 9.865589e-01 5.500851e-02 2.908612e-01 3.026141e-01
## Malaysia 2.093714e-01 2.722030e+00 1.019448e-02 2.609224e+00
## Mali 9.420118e-01 1.757612e-01 5.434526e-01 4.661446e-01
## Malta 8.364482e-01 3.299166e+00 1.787290e-01 7.095207e-01
## Mauritania 1.189568e+00 2.984480e-01 8.354718e-01 3.049541e-01
## Mauritius 3.164570e-03 8.751223e-01 4.036789e-02 2.232314e+00
## Mexico 7.401334e-04 4.099184e+00 3.113958e-05 2.104528e-01
## Mongolia 2.802209e-01 8.492262e-02 5.821550e-01 1.426459e-01
## Montenegro 3.309233e-02 7.857670e-01 1.525025e+00 2.970140e-01
## Morocco 1.031408e-01 1.475257e-01 2.615698e-02 2.916202e-02
## Mozambique 9.094908e-01 2.269727e-01 2.280738e-01 2.053413e-01
## Myanmar 1.066324e+00 1.033407e-02 2.437349e-01 1.246484e-01
## Namibia 3.925504e-01 2.934830e-01 9.540054e-02 1.466016e-02
## Nepal 9.031214e-01 6.341800e-02 4.130757e-01 2.639601e-01
## Netherlands 2.880898e+00 3.013646e-03 8.987537e-01 6.669582e-01
## New Zealand 1.199839e+00 1.648635e+00 3.672172e-02 4.817811e-02
## Nicaragua 1.011648e+00 8.630294e-02 6.010953e-02 8.253230e-01
## Niger 1.237629e+00 5.938340e-02 2.000942e-01 1.008293e+00
## Nigeria 9.040820e-01 2.326250e-02 6.421274e-01 2.657818e-01
## North Macedonia 2.099735e-02 1.567746e-03 1.970915e+00 1.801674e-04
## Norway 1.922880e+00 8.602116e-01 1.337976e-01 1.604462e-04
## Oman 3.608788e-02 1.874299e-01 8.987839e-02 1.812370e+00
## Pakistan 3.695521e-01 1.573795e-01 2.616790e-01 1.691120e-02
## Panama 1.106469e-01 3.398571e-03 2.336373e-03 7.458142e-01
## Paraguay 4.811950e-01 7.298531e-02 1.188536e-02 4.570620e-02
## Peru 1.213198e-01 3.457252e-02 3.043210e-01 1.107890e-01
## Philippines 3.383127e-02 2.689900e+00 1.642808e-01 7.148500e-02
## Poland 2.098217e-01 8.740886e-01 7.835028e-01 1.718655e-02
## Portugal 5.409431e-01 9.118322e-03 3.860848e-01 1.120726e-01
## Qatar 1.282500e-02 1.872232e-03 1.775467e-01 3.586591e+00
## South Korea 2.166051e+00 6.254560e+00 4.074127e-01 8.139454e-01
## Moldova 1.065850e-01 2.020898e-02 1.110322e+00 2.709419e-01
## Romania 8.066785e-03 9.455953e-02 2.169863e+00 2.844049e-03
## Russia 3.778753e-02 1.468309e+00 3.083155e-03 4.211558e-01
## Rwanda 4.292065e-01 2.930207e-01 2.645336e-01 4.331886e-02
## Saudi Arabia 3.518144e-03 1.156371e+00 1.311151e+00 1.708157e+00
## Senegal 5.014575e-01 2.762868e-01 3.763279e-01 8.422339e-03
## Serbia 2.668170e-06 5.696294e-02 3.767781e+00 1.135791e-03
## Singapore 3.079834e+00 4.214152e-01 5.928788e-01 5.315740e+00
## Slovakia 8.054714e-02 5.793821e-01 3.793486e+00 1.310563e-01
## Slovenia 5.739309e-01 3.065032e-02 4.009294e+00 1.537470e+00
## South Africa 1.171156e-03 1.098695e-01 2.134740e-01 7.250081e-01
## Spain 7.293540e-01 1.112569e+00 5.936555e-01 7.299386e-01
## Sri Lanka 2.176717e-01 2.900574e-02 7.477346e-06 4.203758e-01
## Sweden 4.129283e+00 1.604937e+00 3.292892e-01 2.215914e+00
## Switzerland 3.970652e+00 1.975972e-01 3.101031e+00 3.097042e-03
## Tajikistan 8.563717e-01 3.275913e-03 1.277102e-02 1.281653e-02
## Thailand 5.266572e-02 5.254728e+00 6.322396e-02 6.952032e-01
## Togo 1.109302e+00 3.070952e-01 5.238628e-02 1.475918e+00
## Trinidad 3.767791e-01 1.781155e-01 1.521323e-02 3.201138e-02
## Turkey 5.423979e-02 2.633879e+00 1.083612e-01 5.914079e-02
## Tunisia 1.084642e-01 1.751091e-02 1.557532e-01 8.069143e-02
## Uganda 8.387878e-01 1.434905e-01 7.131641e-01 1.410405e-01
## Ukraine 4.239191e-03 8.733935e-02 1.505375e+00 3.906789e-01
## United Arab Emirates 7.065439e-01 3.409272e-01 2.321520e-01 4.567575e+00
## UK 3.259208e+00 1.964259e-01 1.200351e+00 4.107914e-03
## Tanzania 8.617103e-01 4.686746e-02 3.128503e-01 1.262521e-02
## USA 3.464768e+00 6.245617e-01 5.342044e+00 2.229533e-01
## Uruguay 4.070274e-04 5.025800e-01 2.818318e-01 1.310080e-01
## Uzbekistan 2.587894e-01 2.549847e-01 1.955914e-02 3.087610e-01
## Vietnam 3.555263e-03 3.361503e+00 5.621537e-03 3.040047e+00
## Yemen 1.411325e+00 2.699407e-02 5.471491e-01 6.587316e-01
## Zambia 9.103049e-01 5.145843e-05 4.009867e-01 4.495914e-02
## Zimbabwe 7.526620e-01 2.442215e-03 9.038070e-04 3.782769e-01
## Dim.5 Dim.6 Dim.7 Dim.8
## Albania 2.531315e-01 0.7651003723 5.861358e-01 0.9657576535
## Algeria 7.558894e-02 0.0225929920 1.017621e+00 1.0114039749
## Angola 1.256804e-02 0.0517306525 4.269794e-01 0.9990700299
## Argentina 1.903875e-01 0.7100011996 2.328875e+00 0.0056313378
## Armenia 2.054697e-01 0.2856583646 4.152562e-01 0.0300600783
## Australia 1.964220e+00 1.6537218555 1.400260e-01 0.0098267201
## Austria 2.217027e+00 0.2353104877 5.631776e-01 0.9288311178
## Azerbaijan 3.726338e-01 0.0050680495 1.076124e-01 0.5667775085
## Bahrain 2.556129e+00 0.1094933150 2.622441e-01 0.2767918762
## Bangladesh 1.553787e-01 0.0267786284 5.376212e-01 0.0036701303
## Belarus 2.253374e-03 0.1296169130 6.556007e-02 3.7065300444
## Belgium 8.180263e-01 0.4294875780 9.694247e-01 0.6643961599
## Benin 3.398695e-02 0.1317792256 3.587628e-01 0.0069370586
## Bosnia and Herzegovina 1.183540e-04 0.7939868328 1.771253e-01 0.1833854567
## Botswana 1.341829e-01 0.1113671082 2.248428e+00 0.0003430927
## Brazil 2.889474e-01 0.8712443319 6.309719e-01 0.3996349538
## Brunei 2.783182e+00 0.1089091859 3.875965e+00 0.0024097693
## Bulgaria 4.113817e-02 0.1239536732 2.553736e-02 0.0250714877
## Burkina Faso 4.980811e-02 0.2097755365 5.222480e-02 0.7417093223
## Burundi 9.979296e-03 0.3425130465 3.049419e-01 0.1040044821
## C.te.d.Ivoire 5.460277e-02 0.2150816564 1.270031e-05 0.1596516388
## Cambodia 1.188569e+00 0.0389197293 8.555274e-01 0.0512027883
## Cameroon 5.613703e-02 0.1348518750 1.732519e-03 0.0004048894
## Canada 5.087503e-01 0.1181822272 1.398590e+00 0.8892982991
## Chile 9.906673e-01 1.9317762120 6.067115e-02 0.0132568051
## China 6.386292e+00 0.7420838262 2.898636e-01 0.3920254173
## Colombia 5.038277e-05 0.0687938695 7.031524e-01 0.2469153207
## Costa Rica 2.045141e-01 0.5760226869 2.610825e-02 0.4036439102
## Croatia 1.132533e-04 0.0572184573 4.579581e-01 0.2377924751
## Cyprus 7.426012e-01 0.9701867669 7.136546e-01 1.0374796859
## Czech Republic 6.385085e-01 4.2147919748 5.034495e+00 0.1795138007
## Denmark 6.468661e-02 0.0377597056 1.081644e+00 0.4749648071
## Dominican Republic 9.750991e-02 0.0215696278 5.501060e-03 0.3418123652
## Ecuador 1.758062e-02 0.6305358957 3.262783e-01 0.1745095663
## Egypt 3.841446e-01 0.0498874459 1.591537e+00 0.2787767260
## El Salvador 3.924293e-02 0.0049718839 7.047342e-02 1.1564820071
## Estonia 2.717135e+00 0.0746374807 9.885451e-01 6.5153994951
## Ethiopia 2.254018e-01 0.3098838567 5.974077e-02 0.6445535524
## Finland 6.331296e-01 1.8799922971 2.699316e-01 1.8260202392
## France 3.759517e-01 1.8011720839 3.970003e-01 0.2785709537
## Georgia 2.290569e-02 0.3820869240 1.068810e+00 0.0092089414
## Germany 7.484485e-02 0.3808428470 8.368909e-01 0.1687460711
## Ghana 1.111144e-01 0.1559530869 1.713213e+00 0.4681489332
## Greece 1.536224e+00 0.0248222442 3.962963e-06 0.3999457511
## Guatemala 2.368876e-01 0.0855773964 2.474501e-01 0.8834232432
## Guinea 1.880560e-02 0.4060579978 3.127682e-02 0.2922412326
## Honduras 2.556791e-02 0.0540274566 2.006115e-01 0.0501021685
## Hong.Kong 8.665400e+00 0.2283028975 7.049950e+00 0.2184420588
## Hungary 7.570586e-01 1.9609365467 5.183792e-01 0.7071236041
## Iceland 1.601590e+00 0.2663406762 6.751322e-01 2.1751240491
## India 9.074987e-02 0.0222938446 6.744708e+00 2.6084561020
## Indonesia 5.373871e-01 0.0073529583 2.427265e+00 0.2008725011
## Iran 2.406251e-01 4.4918593828 8.084555e-01 3.8216872243
## Iraq 1.697818e-02 0.0076600883 3.621413e-01 0.0172098918
## Ireland 1.252228e-01 0.0651718290 2.626862e+00 5.1247350751
## Israel 9.480388e-01 4.8099733633 6.509284e+00 4.2649928610
## Italy 8.716615e-02 0.7174683540 2.301379e-03 0.8258215601
## Jamaica 2.070699e-01 0.7345977465 1.523523e-01 0.0710855162
## Japan 2.377453e-01 0.0201360708 4.257273e-01 2.1840686207
## Jordan 7.760987e-02 0.3946231436 4.410077e-01 0.0265192360
## Kazakhstan 4.751653e-01 0.0580662128 2.458847e-01 0.1698187594
## Kenya 1.132877e-01 0.0017443320 1.611892e+00 0.2373629860
## Kuwait 5.328444e+00 0.0459245148 4.139350e-01 0.8271051380
## Kyrgyzstan 6.421747e-02 0.1204501917 1.403864e-01 0.2136726032
## Laos 3.577408e-03 1.2169050920 8.793889e-02 1.7334160167
## Latvia 2.251356e-01 0.5371196164 4.655774e-02 0.1963668354
## Lithuania 8.707875e-02 2.7839974214 1.071843e+00 0.9837574956
## Luxembourg 2.778827e+00 1.7487695468 6.602923e-03 3.9710899858
## Madagascar 4.100778e-02 0.0462790251 2.631548e-02 0.0070836127
## Malaysia 9.325856e-02 2.1330480588 1.396964e-01 0.1773445246
## Mali 7.555055e-02 0.7590656419 7.191806e-03 0.0542504471
## Malta 7.230022e+00 9.6030709548 5.239010e-01 0.9980443494
## Mauritania 2.080374e-01 0.4162701240 4.308569e-01 0.4459352509
## Mauritius 6.775398e-03 0.6978251387 1.926019e-02 0.2577649064
## Mexico 1.502137e-02 0.3179230542 2.264985e-02 0.0359201227
## Mongolia 8.415658e-01 7.3824820507 3.255422e+00 0.3774264332
## Montenegro 1.448307e-02 0.1596831507 2.656920e-01 1.2455829038
## Morocco 7.161799e-02 1.6456683488 2.997073e-03 0.8874174599
## Mozambique 1.718084e-01 0.0390538811 4.483796e-01 2.1299219581
## Myanmar 5.563812e-01 0.3740003194 1.824866e-02 0.1207334985
## Namibia 1.633279e-01 0.0720717565 4.743908e-01 0.0539812778
## Nepal 2.415617e-01 0.0412587176 4.706953e-01 0.7065410024
## Netherlands 1.828539e-04 0.0026439718 1.007318e+00 1.5379862374
## New Zealand 6.749435e-01 0.8735379978 3.804454e+00 0.6459686237
## Nicaragua 4.284781e-01 0.0190700823 2.861622e-03 0.0005768189
## Niger 1.766231e+00 0.9193704165 2.230934e-02 0.8469993914
## Nigeria 1.779807e-01 0.0461150539 4.305206e-02 0.0302928943
## North Macedonia 1.114825e-02 0.2676770560 8.414905e-01 3.6211926266
## Norway 3.958436e+00 0.1088062141 1.110550e+00 0.0676199454
## Oman 3.276884e+00 0.0151879471 3.941335e-04 0.1882754209
## Pakistan 1.979609e-03 0.1889525615 1.863353e+00 0.0180034822
## Panama 5.825996e-03 0.2381835495 5.850219e-03 2.2031259613
## Paraguay 2.763824e-01 0.0476867878 2.523215e-01 0.2189312109
## Peru 4.826240e-02 1.1587636078 2.836076e-01 0.0228295736
## Philippines 2.110859e+00 0.7644542661 7.196470e-03 0.4160937252
## Poland 4.021388e-02 0.0597758058 3.270733e-02 0.2055552383
## Portugal 7.222369e-01 0.3340883919 5.465273e-01 0.7088036107
## Qatar 4.332089e+00 0.6314842902 1.291819e-01 0.7005588220
## South Korea 5.179315e-01 0.1409670952 4.163871e+00 0.3336763956
## Moldova 1.974245e-01 3.1523001229 4.829428e-01 2.7874717787
## Romania 1.313039e-02 0.1167414452 4.660765e-01 0.0055190410
## Russia 1.419112e-01 1.6432780355 8.169573e-03 0.5725466286
## Rwanda 1.906361e-03 0.3889546801 7.795348e-02 0.0055518767
## Saudi Arabia 4.047107e+00 0.3037094148 8.518319e-01 1.2881195124
## Senegal 1.605367e-01 0.1113465841 6.330052e-03 1.4644769673
## Serbia 6.618006e-03 0.1064919583 1.037616e-02 0.1954452174
## Singapore 5.460248e+00 2.2868127214 1.061673e-01 0.3455535204
## Slovakia 1.611218e-01 1.1494148920 1.636538e+00 0.6522434058
## Slovenia 2.601031e-01 1.2533824488 1.433929e-01 0.0215906944
## South Africa 6.115977e-01 0.1349821328 4.765670e-03 0.2951448046
## Spain 1.194757e-02 1.9517232132 1.278190e-02 0.4310042468
## Sri Lanka 1.060230e-02 0.0888306363 2.067299e+00 3.2336651686
## Sweden 1.286383e-02 0.5059610834 2.536704e-01 0.3132357317
## Switzerland 8.835341e-02 0.0277952494 2.343789e-02 1.2497813581
## Tajikistan 6.618477e-02 0.0001112857 2.162488e-01 0.5901035484
## Thailand 3.005571e-01 0.4917427255 5.677788e-01 0.2137587761
## Togo 1.005969e-01 0.0009469039 1.375640e-03 0.4699951073
## Trinidad 5.222307e-01 0.2967762434 3.647599e-01 0.3024965483
## Turkey 7.012650e-02 4.9752410371 1.033607e-01 0.2034746099
## Tunisia 1.454870e+00 0.0761589339 1.370278e-01 0.4409356660
## Uganda 1.677822e-01 0.4153998067 2.537753e-02 0.0925429366
## Ukraine 1.186261e-01 0.5753095888 5.550777e-02 1.0086658058
## United Arab Emirates 5.436915e-01 1.9618493459 1.673516e-02 0.0242481180
## UK 4.936500e-01 2.1719672553 1.039786e+00 0.1085029181
## Tanzania 1.979482e-01 0.0573160442 1.122630e-05 0.1546609611
## USA 6.155434e-03 0.8392355105 4.378694e-01 1.4852952716
## Uruguay 1.309841e-01 0.0260588176 1.628303e+00 0.0761908023
## Uzbekistan 2.253011e-01 0.0131685393 7.233512e-01 0.5083600864
## Vietnam 2.081264e+00 1.5173013339 2.467098e-01 0.2720833580
## Yemen 1.083414e+00 0.1430473917 1.332993e+00 2.3358430914
## Zambia 1.109740e-01 0.0223231527 5.961772e-03 0.0398246702
## Zimbabwe 1.176446e-01 0.2068097002 7.101888e-02 0.0045928297
## Dim.9 Dim.10 Dim.11 Dim.12
## Albania 0.2104118233 7.679708e-01 0.1774285037 4.596202e-01
## Algeria 0.0024927184 2.499214e-02 0.0668809842 1.339449e+00
## Angola 0.2630948600 9.299045e-01 0.3253849590 1.278544e-04
## Argentina 0.7481616460 2.354474e+00 1.4340755072 2.226942e-01
## Armenia 0.0534949486 1.918149e-01 0.0536129962 5.501476e-02
## Australia 1.6477446635 8.584397e-01 6.7496456587 9.095058e-01
## Austria 1.5783342327 1.187746e-02 0.0063113377 5.455472e-02
## Azerbaijan 0.4065434235 2.702246e-03 0.0769026340 5.596563e-02
## Bahrain 0.1544652633 8.578026e-02 0.0171432518 3.497253e-06
## Bangladesh 0.6489217932 1.581994e-01 0.4884255892 2.291904e+00
## Belarus 6.3272848989 1.569882e+00 0.0832554942 6.059191e-03
## Belgium 0.7685035273 6.076622e-01 0.1276435174 3.385645e+00
## Benin 0.1774519779 6.351500e-01 0.5352407273 6.529094e-01
## Bosnia and Herzegovina 0.6471993283 3.411868e+00 1.7315714037 1.672791e+00
## Botswana 1.0049378973 2.555644e-01 0.5412083815 1.517309e-03
## Brazil 0.8862394484 2.702099e-02 0.0256841827 1.393069e-01
## Brunei 0.0058590012 4.823503e-03 0.0218896660 1.880703e+00
## Bulgaria 0.0065096878 1.753979e-01 0.3319566286 8.844186e-03
## Burkina Faso 0.0624235733 1.640445e-01 0.3835388109 3.301610e-01
## Burundi 0.3047359634 6.204996e-03 1.2001240282 9.433167e-01
## C.te.d.Ivoire 0.2966055324 1.201154e-02 0.0006669418 5.699640e-02
## Cambodia 0.7266700447 5.479888e-01 0.0430439114 3.582339e-01
## Cameroon 0.1554636610 2.493815e-02 0.2746361584 1.000483e-06
## Canada 0.8358432038 8.213837e-01 0.8009099152 1.039152e-02
## Chile 0.0259760342 4.884261e-01 0.2848625026 2.160324e-02
## China 9.9699870935 9.035841e-01 0.0070436190 1.611388e+00
## Colombia 0.0048246337 2.648800e-01 0.3727317307 4.558485e-03
## Costa Rica 0.0013642754 3.289539e+00 0.1915739722 3.768413e-01
## Croatia 0.0076838252 3.773526e+00 0.0834182623 4.101110e-01
## Cyprus 0.2241042314 6.120484e-03 3.0259864235 2.671876e+00
## Czech Republic 0.0383809390 1.445542e-01 0.0032784063 1.163439e+00
## Denmark 0.4413898457 3.900300e-01 0.1398599773 5.835259e-01
## Dominican Republic 0.4811646914 1.255572e+00 0.0636954046 3.015259e-02
## Ecuador 0.3369242272 2.946351e-01 0.5888855461 1.015805e-02
## Egypt 0.3434216795 6.214386e-02 0.9180286421 1.049533e+00
## El Salvador 0.3796116432 1.785778e+00 0.0504518181 1.124356e+00
## Estonia 2.2083695084 1.230497e+00 1.3333902775 1.237897e+00
## Ethiopia 0.3056959272 2.539379e-01 0.0461692779 1.028003e+00
## Finland 1.5150245267 4.282428e-01 0.0011871604 7.804805e-04
## France 0.0210263732 1.966193e-01 0.0078467255 1.022255e+00
## Georgia 1.3361599267 7.105836e-02 2.0975942695 7.890484e-01
## Germany 0.0606849273 3.108204e-01 0.7343879992 3.111244e-02
## Ghana 1.5160522010 1.703769e-01 2.8336323627 9.725853e-01
## Greece 2.0480352551 2.766012e-01 0.0467245148 1.700095e+00
## Guatemala 0.2742889247 1.562345e+00 0.0028189946 6.625943e-01
## Guinea 0.2759415531 3.942385e-01 0.0379843566 4.530743e-01
## Honduras 0.0668575980 1.406580e+00 0.7316024163 7.383684e-01
## Hong.Kong 7.5450469724 6.331954e-01 0.9612480436 9.079786e+00
## Hungary 0.0266052145 8.084127e-01 0.1886323622 2.923210e-01
## Iceland 0.6647798963 3.527301e-01 0.1969646465 6.272726e-01
## India 0.0347835865 2.339296e-02 0.0293225811 1.165235e+00
## Indonesia 2.2399200856 2.167612e-02 0.4052588990 1.083333e-01
## Iran 1.1330316299 2.472381e+00 2.6312540470 9.905961e-01
## Iraq 7.1288439180 1.859531e-02 0.8966337374 2.340341e-02
## Ireland 0.1117297781 4.760853e+00 1.6196809400 3.002050e-01
## Israel 0.1337525778 1.110577e+00 2.0312482196 2.251689e+00
## Italy 0.2642355888 4.069232e+00 2.4217953119 8.969450e-03
## Jamaica 0.0401648654 2.665116e-02 3.3976177089 1.942399e+00
## Japan 0.0079678825 1.165627e+00 0.0361900645 3.194902e+00
## Jordan 0.0008486372 3.837398e+00 0.1997797758 3.613272e-01
## Kazakhstan 0.0956456499 2.643094e-01 2.5897748720 8.398547e-01
## Kenya 0.3925869247 4.028178e-01 0.2980602169 6.682560e-01
## Kuwait 0.0004010307 1.433177e+00 0.3774202089 3.471700e-01
## Kyrgyzstan 0.1462486057 7.242353e-02 2.5077277896 3.544819e-02
## Laos 0.2099632426 3.683284e-02 1.1713785367 5.023194e-02
## Latvia 0.2851750646 5.161392e-05 0.2124992338 2.611309e-01
## Lithuania 0.0438239657 2.276709e-01 0.0408975816 1.172344e-01
## Luxembourg 0.6267498719 7.711207e-01 0.1143953430 9.357854e+00
## Madagascar 0.2010665798 1.690919e-01 0.2842775002 8.889718e-01
## Malaysia 0.2077347675 4.470229e-02 0.0109824662 1.008748e+00
## Mali 0.0318089649 2.984025e-02 0.6543940171 1.493725e-01
## Malta 0.1403296072 1.588813e-01 1.1144497337 2.893437e-04
## Mauritania 0.0333856599 6.212613e-01 0.2191404371 1.288210e-01
## Mauritius 0.0123019614 1.394618e-02 0.9536633402 8.086775e-02
## Mexico 0.9655127740 4.665258e-02 0.9690407350 4.846532e-02
## Mongolia 0.1017328824 5.913519e-03 0.0706312662 2.400681e-01
## Montenegro 0.1623646572 7.441260e+00 0.1852216799 7.768258e-01
## Morocco 0.0461276965 1.730886e-01 4.0932831141 8.884453e-02
## Mozambique 0.2015779241 3.014341e-01 2.5092781219 8.046028e-01
## Myanmar 0.3274734466 2.243094e-01 0.0001213363 9.005101e-01
## Namibia 0.0064547163 4.204742e-01 0.0569053888 1.388975e-02
## Nepal 0.2527501192 1.192460e-01 0.4230038898 6.298112e-01
## Netherlands 0.0233811624 7.304503e-01 0.3117590711 1.801880e-02
## New Zealand 0.0018323360 1.831199e-03 1.2684840504 5.743827e-02
## Nicaragua 0.1429582278 2.665386e-01 3.0778631505 9.779151e-02
## Niger 1.6298532520 2.119216e-02 1.2192059756 4.701418e-02
## Nigeria 0.2024659950 6.670626e-01 0.1246330138 2.383955e-01
## North Macedonia 0.2963719519 8.716981e-01 0.2827581399 1.324601e-01
## Norway 0.0462779957 1.394217e-03 0.1784034941 1.810368e-02
## Oman 0.3267323658 1.164276e+00 5.3652172032 3.151420e-01
## Pakistan 0.1234485536 1.506514e-02 0.9669828153 1.924220e-01
## Panama 0.0433711461 2.157026e-01 0.0002272301 9.053071e-01
## Paraguay 0.1111722794 1.609109e+00 0.0003639253 1.387636e+00
## Peru 0.2355335471 8.235091e-02 2.3667377354 1.210066e-02
## Philippines 0.0056519268 4.037650e+00 1.2323857958 3.610472e-01
## Poland 0.3297030163 1.800998e-01 0.2305545029 1.331885e-03
## Portugal 0.1722391376 2.899448e-03 0.3173109461 6.402599e-01
## Qatar 0.0701759222 4.184285e-01 0.0296498436 2.744322e+00
## South Korea 0.0140080642 5.463290e-01 0.4708160933 6.897826e-01
## Moldova 0.3870408539 2.136373e+00 0.0129437433 1.140104e-02
## Romania 0.1393481125 6.344644e-01 0.5459323847 1.917736e-02
## Russia 0.4050669539 4.194047e-01 4.4624074743 9.415727e-03
## Rwanda 0.8076175600 6.898652e-04 0.3233683519 5.620600e-02
## Saudi Arabia 0.0581773415 1.239601e+00 0.0001783837 1.719457e-01
## Senegal 1.1747075919 5.133972e-01 0.0247725468 5.018058e-01
## Serbia 0.0889234583 8.125420e-01 1.8343014557 3.199560e-01
## Singapore 2.2595798286 3.122002e-01 0.2272283850 1.241772e-01
## Slovakia 0.1361451641 1.025010e-02 0.0032275563 7.370423e-02
## Slovenia 0.0420156855 6.195843e-01 0.0791838379 2.957603e-02
## South Africa 2.2905744088 1.113822e-02 0.0721429901 7.569825e-02
## Spain 0.0835398299 3.753289e-01 0.0014309149 2.021264e-03
## Sri Lanka 0.9519684596 4.848718e-01 0.9138647997 4.527386e+00
## Sweden 0.3658490037 1.237822e+00 0.0060127833 8.363068e-02
## Switzerland 0.1920103102 4.053694e-01 0.3143088718 7.396584e-01
## Tajikistan 1.3141547071 2.190035e-02 0.8549719374 2.336033e+00
## Thailand 0.0627954778 7.628074e-01 0.1589284895 2.156768e-02
## Togo 1.3368189095 7.533952e-02 2.1495879824 1.691935e+00
## Trinidad 0.2310424386 2.368400e-01 0.0831706037 1.876573e+00
## Turkey 0.0754307885 1.635618e-01 0.0781774741 7.194338e-01
## Tunisia 1.3263708516 1.295169e-01 2.2803747910 1.500906e-01
## Uganda 0.3803463422 1.794005e-01 0.6381593316 3.358975e-01
## Ukraine 1.2213867676 5.116584e+00 0.0258380951 3.812839e-01
## United Arab Emirates 0.0765702826 6.344054e-01 0.0300040622 3.672696e+00
## UK 1.8351354975 2.765474e+00 0.0801195240 2.047829e-03
## Tanzania 2.7445179643 2.103700e+00 0.5857437636 6.504319e-01
## USA 0.7329104948 9.020499e-02 0.3562991213 1.473523e-01
## Uruguay 0.8138738099 1.523839e+00 0.5148899202 1.784229e-01
## Uzbekistan 3.0136537353 2.545651e-03 0.0372578479 1.470583e-01
## Vietnam 0.8447080297 1.759634e-01 0.0004626627 1.524281e-05
## Yemen 3.3807795807 1.432161e-01 1.1337864467 1.367688e+00
## Zambia 1.2761844675 1.614420e-01 0.7423672061 6.066791e-01
## Zimbabwe 1.7927129503 2.113821e-02 0.2551185212 4.010721e-02
## Dim.13 Dim.14 Dim.15 Dim.16
## Albania 2.061483e+00 0.234616790 1.959207e-01 3.782110e-01
## Algeria 2.483995e-02 2.264667646 1.289042e+00 6.755134e-01
## Angola 7.585802e-02 0.278801259 5.237497e-01 2.041542e-01
## Argentina 2.680975e+00 1.236891852 1.825964e+00 1.732034e-01
## Armenia 2.638486e-05 0.098926912 1.825124e+00 1.426192e-01
## Australia 4.242822e+00 0.258302317 1.160973e+00 2.107394e+00
## Austria 3.568234e-03 0.001467382 2.651617e-01 1.618773e-02
## Azerbaijan 2.083816e+00 0.429382478 5.879699e-01 7.515027e-01
## Bahrain 7.424767e-01 0.207601875 3.188441e-01 5.121458e+00
## Bangladesh 6.970559e-03 0.462735557 2.233918e+00 2.421896e-01
## Belarus 2.169144e+00 0.071874857 4.037341e-01 2.319938e-04
## Belgium 2.453976e-01 0.061522361 1.003149e-01 3.971996e-02
## Benin 8.826477e-02 0.211408533 1.659779e-01 1.127313e-01
## Bosnia and Herzegovina 4.736683e-02 0.380810919 7.933299e-02 1.047207e-02
## Botswana 4.309986e-02 1.154411402 1.174358e-01 7.906074e+00
## Brazil 2.408685e-02 0.720148991 1.198029e-01 5.661087e-02
## Brunei 2.036219e+00 3.583767629 9.565516e-02 1.017880e-01
## Bulgaria 3.787235e-02 0.382995080 2.348234e+00 8.872956e-01
## Burkina Faso 1.510005e-01 0.703542058 4.148782e-01 1.289540e+00
## Burundi 5.563669e-02 0.052123726 8.699199e-02 6.507134e-02
## C.te.d.Ivoire 9.357579e-02 0.381127354 1.209602e-02 2.182010e-01
## Cambodia 4.432868e-01 0.002060293 1.573297e-01 2.843336e-05
## Cameroon 9.045277e-02 0.009196903 1.735379e-01 1.144782e+00
## Canada 1.333536e+00 0.586960767 1.253377e+00 3.860801e-02
## Chile 1.403921e+00 0.627432169 4.286057e-01 4.330081e-01
## China 2.936256e+00 1.407783076 2.658852e+00 5.825347e-01
## Colombia 5.136872e-02 0.048139670 3.276179e-01 4.843126e-04
## Costa Rica 7.248990e-01 1.896363249 1.966887e-02 1.953267e-01
## Croatia 2.172951e-01 0.020976296 1.384315e-01 3.114137e-01
## Cyprus 2.010594e+00 4.253996222 5.840428e-02 5.175250e+00
## Czech Republic 1.047528e+00 0.009272133 8.770487e-03 2.158999e-01
## Denmark 2.646786e-01 0.944945223 9.286204e-01 1.599904e-04
## Dominican Republic 4.898552e-02 0.124662541 4.962104e-04 2.311670e-01
## Ecuador 2.085022e-01 0.649020961 4.364640e-03 2.141696e-02
## Egypt 2.548480e-01 0.009739641 9.025628e-02 4.250329e-01
## El Salvador 5.365095e-02 0.211100156 2.615076e-01 3.778712e-01
## Estonia 2.006065e+00 1.248717673 1.507314e+00 1.986991e+00
## Ethiopia 4.600542e-01 1.178066594 9.850738e-01 2.330565e+00
## Finland 2.501078e-01 0.362561686 7.023468e-01 2.649277e-01
## France 7.461281e-03 0.417509253 7.879026e-01 1.400950e+00
## Georgia 1.159296e+00 0.084092764 4.245319e-01 1.586346e-01
## Germany 8.509261e-01 0.768386195 2.690790e-02 2.101123e-02
## Ghana 1.001852e+00 0.671907465 1.127422e+00 1.180978e-02
## Greece 4.679165e-02 0.165687794 1.693770e-02 8.944668e-02
## Guatemala 1.787694e-02 0.035803426 9.872743e-01 3.272982e-03
## Guinea 2.758311e-01 0.410123590 6.409024e-01 9.651822e-01
## Honduras 6.424482e-02 0.050377970 2.343346e-01 7.537639e-01
## Hong.Kong 5.504032e+00 0.877351162 2.242467e+00 8.679981e-02
## Hungary 3.765928e-01 0.160970766 1.873535e+00 4.645002e-02
## Iceland 9.849071e-01 0.254631562 2.623451e+00 4.272337e-03
## India 1.133983e-02 0.036264374 6.188233e-01 6.107850e-04
## Indonesia 8.053689e-01 2.648032056 5.680586e-01 1.122309e-01
## Iran 7.328903e-03 1.874391375 2.567875e+00 5.881162e-01
## Iraq 6.535449e-01 0.031035756 3.870771e-01 4.325548e-02
## Ireland 5.530339e-03 0.567129517 1.258994e+00 1.355981e+00
## Israel 1.819020e-01 0.401970533 1.943370e+00 1.013749e-01
## Italy 5.309592e-02 0.617281673 3.709692e-01 7.203457e-03
## Jamaica 1.562663e+00 0.660368772 9.042218e-01 9.867349e-01
## Japan 2.028353e+00 3.022574746 1.910472e-01 1.270482e-01
## Jordan 2.281559e-04 0.281578923 5.238340e-01 1.029324e+00
## Kazakhstan 1.527692e+00 0.723900217 3.012572e-01 4.693382e-01
## Kenya 5.217193e-02 3.162078230 1.480610e+00 7.104207e-01
## Kuwait 2.308165e-01 0.367532432 2.227180e+00 7.388248e-01
## Kyrgyzstan 1.611763e+00 0.155560460 4.492925e-05 4.314345e-01
## Laos 4.365644e-01 1.746233414 6.365575e-01 3.423897e-01
## Latvia 9.528260e-01 1.503694255 3.206156e-01 1.004134e+00
## Lithuania 6.302492e-01 2.262088946 2.004567e+00 2.944498e+00
## Luxembourg 6.735438e-02 2.661661354 1.331532e+00 2.429947e-01
## Madagascar 4.277987e-03 0.387484197 2.521236e-02 1.375301e-02
## Malaysia 4.547133e-03 0.002119805 1.324306e+00 1.092213e+00
## Mali 1.610728e-01 0.917739759 1.135989e-02 4.571256e-01
## Malta 2.605081e+00 0.235380117 4.228096e-02 8.033627e-01
## Mauritania 6.477142e-02 5.052145347 1.430434e-01 2.445190e-01
## Mauritius 2.685211e-01 0.866942467 6.114626e-01 1.876279e+00
## Mexico 6.898601e-02 0.026977183 7.191478e-02 2.598060e+00
## Mongolia 6.094302e-02 4.954837135 2.295345e+00 1.045096e+00
## Montenegro 5.072473e-02 1.112500287 1.786593e-01 2.150837e+00
## Morocco 2.846079e-01 0.796190425 8.703665e-01 6.227082e-01
## Mozambique 8.182834e-01 0.032440376 2.583740e+00 2.292312e-01
## Myanmar 9.980080e-01 0.405009715 1.575915e+00 2.394281e-02
## Namibia 4.657458e-02 0.703312620 1.153486e+00 1.628342e+00
## Nepal 1.129577e+00 0.419220756 6.460411e-01 1.503178e-01
## Netherlands 1.140593e-02 0.334152947 6.669144e-01 6.639044e-01
## New Zealand 5.552760e-01 3.219238203 1.410722e+00 3.117616e-01
## Nicaragua 1.292531e-01 0.094048496 2.164333e-01 8.503572e-01
## Niger 3.676820e-01 1.053693960 3.984608e-01 6.117415e-04
## Nigeria 1.433586e-02 0.141820888 5.630601e-01 7.384259e-01
## North Macedonia 7.316915e-01 0.134313809 3.759411e-01 5.465902e-02
## Norway 2.055469e+00 0.013138356 1.476101e-01 9.662680e-02
## Oman 1.220928e-01 1.736496464 1.646321e+00 5.414998e-01
## Pakistan 4.291845e-01 0.466600052 1.813065e-02 7.044878e-01
## Panama 1.404531e-01 0.448631011 4.729874e-01 2.563672e+00
## Paraguay 5.361361e-01 0.282485707 1.762693e+00 1.430770e-01
## Peru 1.150776e-01 0.026263798 3.897505e-02 2.123135e+00
## Philippines 5.645307e-02 0.615054480 1.199507e-02 4.990184e-01
## Poland 1.347766e-02 0.047602220 1.347627e-01 6.006496e-01
## Portugal 4.166425e-01 0.002548812 5.871743e-01 3.921741e-01
## Qatar 7.085192e-01 0.094839245 5.762740e-02 2.270801e+00
## South Korea 3.184203e-01 0.360371444 1.107732e-02 9.366411e-02
## Moldova 2.361756e+00 0.147779371 2.749388e-01 1.197975e-01
## Romania 7.200771e-01 2.236230873 2.035911e+00 4.303949e-01
## Russia 4.193751e-01 1.228692582 1.122454e-04 4.077161e+00
## Rwanda 2.536132e-04 0.211783797 1.245780e-02 8.246589e-03
## Saudi Arabia 9.121354e-02 1.096243861 8.554064e-01 7.530862e-01
## Senegal 1.382965e-01 0.785548170 2.007283e-01 1.214915e+00
## Serbia 1.457596e+00 0.268399264 8.797481e-01 2.300702e+00
## Singapore 1.010577e+01 0.008468429 2.570374e+00 1.338233e+00
## Slovakia 4.943292e-01 0.061306061 9.402078e-02 1.365197e-02
## Slovenia 2.492903e-01 0.374935539 3.864048e-02 1.029076e-01
## South Africa 5.763244e-01 5.323099102 5.624293e-01 2.856448e-01
## Spain 8.107703e-01 0.688619577 1.064789e+00 2.176106e-01
## Sri Lanka 5.314553e-03 0.049286945 7.222386e-02 1.914681e-01
## Sweden 3.799303e-02 0.449621336 1.389733e-01 8.671142e-02
## Switzerland 1.117925e-01 0.952394217 1.482866e+00 1.968549e-01
## Tajikistan 2.051668e+00 0.492373220 2.669631e-01 2.604264e-02
## Thailand 1.099094e-01 0.007016190 7.517734e-01 7.410553e-03
## Togo 3.076940e-01 0.098146426 2.810582e-01 2.517305e+00
## Trinidad 1.307054e-01 0.875489474 2.481525e+00 7.855630e-02
## Turkey 7.640053e-01 0.363308051 1.932823e-02 5.993272e-02
## Tunisia 5.668254e-01 1.246205619 3.073169e+00 1.649369e+00
## Uganda 2.091183e-01 0.279977997 8.717192e-03 2.116066e+00
## Ukraine 2.404845e+00 0.757181334 3.548147e+00 2.513119e+00
## United Arab Emirates 6.497624e-01 0.328433877 1.571904e-02 4.069739e-01
## UK 9.815138e-02 0.459799934 1.158305e-02 1.171503e+00
## Tanzania 4.904033e-01 1.053237536 7.381614e-02 4.365950e-02
## USA 6.863623e-01 0.022607722 4.589890e+00 7.915334e-02
## Uruguay 1.746208e+00 0.309397014 2.559196e-01 1.223900e+00
## Uzbekistan 4.500793e+00 0.087753599 7.195117e-01 1.133071e+00
## Vietnam 1.217430e+00 0.080442148 1.730540e-03 1.336045e-01
## Yemen 1.672175e-01 0.003027774 1.150372e-01 2.532777e-02
## Zambia 1.346010e-01 0.396867453 3.920211e-02 6.289283e-02
## Zimbabwe 3.098896e-01 0.126808461 1.536984e-01 5.969276e-02
## Dim.17 Dim.18 Dim.19 Dim.20
## Albania 2.087060e+00 0.5340879528 2.983304e-01 6.493249e-02
## Algeria 1.740746e-01 0.0231225215 3.043459e-02 3.979691e+00
## Angola 6.549012e-01 0.1611695476 1.021580e+00 2.424711e-01
## Argentina 4.549529e-01 0.0506872721 6.425763e-05 1.509813e-01
## Armenia 2.499972e-01 0.3755232382 2.982381e+00 1.406312e-01
## Australia 2.347650e-02 0.5713685012 8.888983e-02 9.087936e-01
## Austria 1.871563e+00 0.4218754010 8.323881e-01 1.303142e-01
## Azerbaijan 2.907671e-03 1.2960318917 2.674361e-02 1.600454e-01
## Bahrain 2.709803e-01 1.3173529991 1.378366e+00 1.316350e+00
## Bangladesh 2.584156e-01 0.0855958710 2.859698e+00 1.530115e+00
## Belarus 6.244806e-04 0.6568274379 4.281733e+00 1.899899e-05
## Belgium 3.276049e-01 0.0690304209 3.111842e-02 8.206256e-02
## Benin 1.010838e+00 0.5746912202 1.386884e-03 5.455113e-01
## Bosnia and Herzegovina 1.772193e-01 0.0823052230 5.682661e-01 1.069654e-01
## Botswana 6.033764e-01 0.4409978711 5.788388e-01 1.697865e-01
## Brazil 5.255988e-01 0.4676891778 9.774457e-02 3.556277e-01
## Brunei 4.393543e-02 0.5807530971 1.943348e-01 1.919366e+00
## Bulgaria 2.497406e-01 0.6225758403 4.051118e-02 2.050199e-02
## Burkina Faso 1.813436e+00 0.0073884950 1.599858e-01 1.609575e-01
## Burundi 1.561525e-03 0.2548802814 2.248708e+00 2.341845e-02
## C.te.d.Ivoire 3.331426e-01 0.1755902359 4.366610e-02 2.339564e-01
## Cambodia 1.087294e+00 0.9613475180 1.463798e+00 1.758376e-02
## Cameroon 1.176891e-03 0.1093766122 1.013146e-01 1.700924e-02
## Canada 5.273987e-01 0.0226484076 1.590557e+00 6.480198e-02
## Chile 1.467335e-01 0.2633167441 4.311896e-01 4.970556e-01
## China 3.035548e-01 0.6495414801 5.005380e-02 2.472218e-02
## Colombia 1.527471e-03 0.0514429953 4.167839e-01 9.195549e-01
## Costa Rica 1.633674e-02 0.1038145658 2.196470e-01 3.911802e+00
## Croatia 2.574553e+00 0.4012480828 1.453337e-01 6.379130e-01
## Cyprus 1.122844e+00 1.5139759730 9.193596e-02 1.604519e-02
## Czech Republic 3.922464e-01 0.4918150042 2.165595e+00 2.437016e-01
## Denmark 1.596102e-01 0.5394900823 4.146007e-02 1.082926e+00
## Dominican Republic 1.229164e-01 0.0008654428 1.591350e+00 8.056055e-01
## Ecuador 9.030325e-01 0.5356112419 1.658130e-01 1.035792e-01
## Egypt 4.624626e-02 1.4313130541 3.769429e-01 6.552331e-01
## El Salvador 1.657932e-01 0.6612063495 1.434082e-03 4.774735e-01
## Estonia 2.699172e-01 0.6110185099 4.543133e-02 1.113793e+00
## Ethiopia 8.347496e-01 1.3742678503 1.598663e+00 8.656792e-01
## Finland 5.944383e-01 0.7953990677 4.544903e-03 1.399091e-02
## France 3.412135e-01 0.0025442767 2.051857e-01 2.768663e-01
## Georgia 1.617220e+00 0.0109268471 3.444169e-01 6.840086e-02
## Germany 2.076665e+00 0.5864559957 6.539680e-01 5.507841e-01
## Ghana 3.314598e+00 1.7567573470 8.077691e-02 1.847653e+00
## Greece 1.323023e-02 0.3177318493 1.192414e-01 1.367190e-01
## Guatemala 1.652850e-01 0.0002248170 5.400004e-02 1.972820e-02
## Guinea 9.778519e-02 0.4044067564 2.272220e-01 9.395563e-02
## Honduras 2.746924e-01 1.8588785950 6.528545e-01 2.023795e-03
## Hong.Kong 4.283295e+00 0.2705290950 1.318542e-02 2.449210e-01
## Hungary 5.219690e-01 1.1214864544 1.106077e+00 3.833886e-01
## Iceland 6.415372e+00 2.6838395452 1.929916e-03 1.685005e+00
## India 8.730157e-01 0.4719929195 1.254226e+00 7.769780e-01
## Indonesia 5.775274e-03 0.0348238970 3.532061e-02 3.537525e-01
## Iran 1.441345e-01 0.1374860110 3.612930e+00 9.364635e-02
## Iraq 8.873449e-01 0.3673157665 1.909669e-01 7.969439e-01
## Ireland 5.572714e+00 3.7865156924 4.699926e-01 4.394920e+00
## Israel 9.600464e-03 1.3009969846 9.159912e-01 7.103478e-01
## Italy 1.223606e+00 0.1795072273 3.494679e-01 1.946001e-02
## Jamaica 5.261904e-01 0.0104620113 5.682308e-04 8.816361e-01
## Japan 2.353766e-01 1.0043708857 2.880605e+00 3.719753e+00
## Jordan 1.018991e+00 1.4175022697 5.057052e-01 8.281233e-01
## Kazakhstan 3.501265e-02 1.0408688555 1.400411e+00 9.591927e-02
## Kenya 1.010193e+00 0.8890742845 1.118735e+00 5.985095e-01
## Kuwait 2.615295e-01 8.9853899919 3.110982e-02 1.433022e+00
## Kyrgyzstan 3.301238e-01 0.2031801750 5.050515e-01 2.076298e+00
## Laos 2.359345e-01 0.2528653465 1.267180e+00 1.236866e+00
## Latvia 7.600887e-02 1.0882916339 4.163394e-03 4.659096e-01
## Lithuania 4.385143e-01 4.3334037218 1.960251e+00 2.432236e+00
## Luxembourg 2.936522e-01 2.6414097208 1.721418e-01 2.925333e+00
## Madagascar 1.345406e+00 0.8210563240 9.841097e-03 7.323242e-02
## Malaysia 1.089474e-01 0.0021787778 4.247256e-01 5.037629e-04
## Mali 3.648165e-01 0.1668245273 5.377039e-02 4.065140e-03
## Malta 5.323975e+00 0.0389736973 9.734017e-01 9.365685e-02
## Mauritania 9.620855e-01 0.0971270636 6.909749e-01 1.443165e+00
## Mauritius 7.696000e-02 0.4654487139 1.124246e-01 1.414748e+00
## Mexico 1.004786e+00 0.0214689283 7.144414e-01 2.060917e-01
## Mongolia 5.787374e-03 0.4230837928 1.305228e+00 2.400579e-01
## Montenegro 1.383575e+00 4.7154587758 1.028117e+00 6.106572e-01
## Morocco 5.667455e-01 0.0083930077 7.603517e-01 2.711402e-01
## Mozambique 2.054958e+00 0.8914991128 6.058236e-01 8.247705e-01
## Myanmar 2.626110e-01 0.1073492267 1.340691e-02 4.929679e-03
## Namibia 1.547364e-02 0.0395957375 1.538671e+00 1.832014e+00
## Nepal 1.959522e-01 3.3793259248 3.498770e-01 4.296046e-01
## Netherlands 1.320068e-01 0.1665383188 4.540538e-02 1.730018e-02
## New Zealand 2.818598e-01 0.8779100842 1.934266e-01 3.762977e-01
## Nicaragua 1.357227e-01 2.7661904603 2.955238e-01 2.481448e-01
## Niger 1.152019e+00 0.1056983457 1.440690e-02 3.421584e-02
## Nigeria 2.003444e-01 0.0304415223 1.145619e+00 1.241045e-01
## North Macedonia 3.349329e-02 0.0001832862 4.558280e-02 4.025807e-02
## Norway 2.900881e-02 0.8239197757 8.713057e-02 5.277969e-01
## Oman 3.239319e-01 0.1159554908 1.146169e-01 2.840420e-01
## Pakistan 3.481357e-01 0.4668297437 1.020763e-03 6.949191e-02
## Panama 4.566029e-01 2.5844534894 9.696051e-01 9.846178e-01
## Paraguay 2.116916e+00 0.0710547842 3.210048e+00 1.823820e-01
## Peru 1.657825e+00 0.3697883841 2.560602e-01 1.327521e-01
## Philippines 7.476228e-02 0.0084957603 4.665470e+00 5.848648e-01
## Poland 4.371409e-01 0.1823321004 1.856770e-01 5.328983e-01
## Portugal 2.284760e-01 0.0692979602 2.874915e-02 4.779414e-03
## Qatar 2.277645e+00 0.2488362746 2.769108e-02 4.114304e+00
## South Korea 8.484779e-01 0.1378143512 2.354637e+00 5.341813e-02
## Moldova 2.598668e+00 0.4022418544 2.065664e-03 1.457108e+00
## Romania 2.656299e+00 0.9390079817 1.376813e-01 4.673821e-01
## Russia 4.128099e-03 2.4309610442 1.865512e-04 3.428224e-01
## Rwanda 1.581032e-02 0.7113967974 1.142697e-01 4.718543e-01
## Saudi Arabia 1.292514e-01 1.3772509534 4.705148e+00 1.446011e-01
## Senegal 1.955831e-01 0.3157156273 7.022431e-01 3.647270e-03
## Serbia 7.238013e-03 1.1602614899 7.643175e-01 6.333997e-01
## Singapore 1.484073e-01 0.0057774093 7.797506e-02 1.034831e+00
## Slovakia 7.492885e-02 0.2056083223 4.478089e-01 3.124014e-01
## Slovenia 2.294696e-01 0.1079384028 8.802705e-01 2.020919e+00
## South Africa 3.776710e-03 0.1944899412 3.534350e-01 1.597082e-04
## Spain 2.029280e+00 0.1759817215 1.761790e+00 2.116250e-01
## Sri Lanka 5.214414e-01 1.3459093827 1.498134e+00 1.896069e+00
## Sweden 9.539425e-01 0.4152835737 1.071871e+00 1.021753e+00
## Switzerland 2.206427e+00 0.1606058671 3.428463e+00 4.707357e-01
## Tajikistan 2.011781e+00 0.9260802270 1.056339e+00 2.270863e+00
## Thailand 7.767418e-01 0.0865213210 1.101954e-01 7.330058e-01
## Togo 1.423226e-01 2.0298554632 9.448718e-01 2.283136e+00
## Trinidad 9.498187e-01 1.7627145209 1.050044e+00 1.682633e-03
## Turkey 7.127754e-05 0.0694156657 1.555855e+00 9.212694e-02
## Tunisia 9.828966e-02 0.2419038070 1.311715e+00 2.411248e-02
## Uganda 1.621947e-05 0.6454788703 3.557782e-02 2.188073e+00
## Ukraine 2.674484e+00 0.4977677323 4.463790e-01 2.596091e-01
## United Arab Emirates 3.587404e-02 0.0122801680 2.078937e-01 3.087467e+00
## UK 2.163167e-04 3.3897848438 2.863511e-01 7.077730e-01
## Tanzania 1.755939e-03 0.0123042584 1.234157e-02 1.267406e-01
## USA 1.607541e+00 1.0534883110 4.453933e-01 2.010370e-04
## Uruguay 8.220886e-02 0.0649523091 9.695118e-01 2.776957e+00
## Uzbekistan 1.545098e-01 0.0893510310 2.401632e-04 1.276248e+00
## Vietnam 1.595507e-02 0.1508290394 1.111448e+00 8.379073e-01
## Yemen 1.018608e+00 0.0251879297 1.506659e+00 1.114066e+00
## Zambia 6.560753e-01 0.0106373186 8.117867e-02 1.218973e+00
## Zimbabwe 1.302391e-01 1.5754348628 1.542353e+00 1.133799e+00
## Dim.21 Dim.22 Dim.23 Dim.24
## Albania 2.175111e-02 8.065269e-03 1.047235e+00 4.888265e-01
## Algeria 1.265533e-01 6.245490e-02 7.293105e-01 1.923767e+00
## Angola 1.006013e+00 4.443944e-01 1.113223e-01 1.601423e+00
## Argentina 8.259939e-01 2.681333e-01 2.437982e-01 8.845215e-05
## Armenia 9.069443e-01 4.542867e-01 1.843857e-02 2.183697e-01
## Australia 1.052788e-01 2.006740e-03 1.366065e+01 3.188864e+00
## Austria 4.257412e+00 9.309579e-01 5.245539e-02 1.088480e+00
## Azerbaijan 5.421375e-02 1.441018e-01 3.100407e-01 3.084579e-01
## Bahrain 1.076030e+00 1.867504e+00 3.493110e-01 2.283058e-01
## Bangladesh 1.406182e-01 2.185319e+00 2.787746e-01 3.437269e-03
## Belarus 1.182100e-01 2.027746e-01 1.280621e+00 7.220465e-02
## Belgium 5.308417e-02 4.620067e-02 7.324507e-01 1.139325e+00
## Benin 4.479317e-02 1.838536e-01 3.548192e-03 1.549598e-02
## Bosnia and Herzegovina 1.588923e-01 4.529529e-02 5.964936e-03 4.876059e-01
## Botswana 5.624245e+00 2.614646e-02 8.362286e-03 3.002035e+00
## Brazil 1.657997e+00 7.039130e-01 1.778123e-01 1.105787e+00
## Brunei 4.081917e-03 4.201161e-01 5.764284e-02 2.644431e-01
## Bulgaria 1.022080e-01 3.633166e-02 3.669865e-01 1.787583e-01
## Burkina Faso 1.677149e-02 5.547118e-01 8.388646e-04 2.153424e-01
## Burundi 4.231606e-01 4.522751e-02 5.715956e-04 2.239334e-01
## C.te.d.Ivoire 3.504998e-02 1.290997e+00 4.363210e-01 1.858395e-02
## Cambodia 2.658772e+00 7.333672e-02 1.918612e-01 2.271109e-02
## Cameroon 3.526724e-01 1.923703e+00 8.397083e-01 4.346958e-01
## Canada 2.765373e-01 4.839085e+00 6.972516e-01 6.883625e-03
## Chile 1.199198e+00 1.858209e-02 2.027409e-01 3.137627e-02
## China 2.618413e-02 1.621057e+00 3.974626e-03 9.809305e-01
## Colombia 8.065463e-02 2.819733e-02 3.003994e-01 1.258583e+00
## Costa Rica 3.396961e-01 1.860618e-04 4.050801e-01 5.672682e-01
## Croatia 1.005048e-01 1.986939e+00 3.556317e-02 1.149255e-01
## Cyprus 7.543743e-01 4.611359e-01 4.764925e+00 6.681702e-01
## Czech Republic 1.973628e-01 5.758339e-02 3.295334e-04 5.714099e-01
## Denmark 2.914633e-03 1.792796e-01 4.105464e-01 2.315211e-03
## Dominican Republic 5.807508e-01 2.317911e+00 1.372311e-01 3.320329e-03
## Ecuador 6.107749e-01 2.499019e-01 2.545344e-02 3.679196e+00
## Egypt 6.753065e-01 4.956123e-01 1.583525e-01 1.910985e-01
## El Salvador 1.150271e-01 4.213317e-01 5.022447e-01 4.922178e-01
## Estonia 1.631214e+00 4.017647e-02 1.034301e-01 1.769830e-01
## Ethiopia 1.321056e-01 1.701924e-02 1.211887e-03 5.062514e-01
## Finland 2.652840e-01 1.352156e+00 9.307502e-03 3.827348e-01
## France 1.225796e+00 5.873463e-01 1.655470e-01 6.586517e-01
## Georgia 2.984666e-01 1.185078e-01 3.805287e-02 3.120640e-01
## Germany 1.170581e-02 1.565585e-01 3.251220e+00 1.352359e+00
## Ghana 9.585039e-01 3.613359e-01 1.743435e-01 3.051345e+00
## Greece 2.684047e-03 1.637140e+00 4.116483e-01 4.555703e-01
## Guatemala 2.359077e-02 1.387562e-01 1.668837e-02 3.776464e-01
## Guinea 4.842560e-01 4.425229e-02 7.333482e-02 1.563672e-01
## Honduras 5.084899e-02 1.524027e-01 1.017979e-01 2.831792e-01
## Hong.Kong 3.407105e-01 1.394439e+00 9.402423e-01 7.787067e-01
## Hungary 2.107029e-02 1.852478e+00 2.990267e-03 6.324033e-01
## Iceland 1.429884e-01 1.761651e-01 9.311802e-01 6.924467e+00
## India 5.185557e-01 1.260096e-01 7.022467e-01 1.125859e+00
## Indonesia 1.151370e+00 1.239820e-01 1.331483e+00 1.160771e+00
## Iran 4.642132e-03 6.869358e+00 6.466438e+00 8.172210e-01
## Iraq 6.358297e-01 8.366988e-01 4.302862e-01 1.230901e-01
## Ireland 5.227836e-01 1.060712e+00 2.274525e-01 3.086651e+00
## Israel 1.850793e+00 8.418110e-02 3.013349e+00 1.199878e-01
## Italy 1.253626e+00 5.043535e+00 2.698492e-01 1.633090e-01
## Jamaica 4.372955e-02 6.743261e-02 2.238508e+00 1.921118e-01
## Japan 4.529694e+00 3.797367e-02 3.957657e-01 1.005260e+00
## Jordan 1.110524e+00 1.466874e+00 4.327589e-03 5.417489e-02
## Kazakhstan 4.704037e-01 5.795131e-01 7.573860e-04 2.422380e-02
## Kenya 1.091586e-04 9.464606e-01 1.518598e-03 1.267747e-01
## Kuwait 5.479023e-02 5.912498e-03 4.251881e-01 5.848796e-03
## Kyrgyzstan 1.954410e-04 1.000221e-02 1.046260e-02 1.458238e+00
## Laos 3.777309e-01 4.112377e-01 2.873567e+00 4.915121e-03
## Latvia 1.527060e+00 4.397855e-01 7.844271e-01 3.017987e-03
## Lithuania 6.943162e-02 3.267145e-01 6.575041e-02 6.556671e-02
## Luxembourg 1.639485e+00 1.180403e-01 1.540715e+00 4.061123e-02
## Madagascar 2.963368e-02 8.896702e-01 5.942919e-02 8.753262e-01
## Malaysia 2.867118e-01 1.571498e+00 3.061415e-01 3.999818e-01
## Mali 8.096978e-03 6.004492e-01 2.296139e-01 1.986413e-01
## Malta 2.771280e+00 1.903907e-01 1.583546e+00 1.763835e+00
## Mauritania 3.449818e-01 6.761431e-01 5.692008e-01 1.069757e-02
## Mauritius 2.033363e+00 3.374006e-03 2.836774e-01 1.078628e-01
## Mexico 2.472437e-01 7.818137e-01 8.392660e-01 1.500558e+00
## Mongolia 1.724508e-01 7.912548e-01 7.603088e-04 1.037811e-01
## Montenegro 1.567287e+00 1.961141e+00 9.684589e-02 5.760722e-01
## Morocco 1.403816e+00 5.308281e-02 9.078128e-01 3.902662e-01
## Mozambique 1.534841e-03 2.420649e+00 3.554544e+00 2.151578e-04
## Myanmar 6.404762e-01 7.577787e-01 1.147642e+00 1.721248e+00
## Namibia 4.218202e-01 8.177794e-01 6.703949e-01 2.285357e-04
## Nepal 1.464818e-02 4.439149e-02 2.011307e-02 5.265653e-03
## Netherlands 1.106463e-03 1.110227e-01 2.968953e+00 4.710755e+00
## New Zealand 3.307582e-01 9.899471e-04 4.580224e+00 5.816618e-01
## Nicaragua 1.238863e-01 4.188176e-01 8.206829e-01 7.650516e-01
## Niger 2.561510e+00 2.059857e-01 1.092515e-02 1.989310e-01
## Nigeria 4.831045e-02 1.390618e+00 1.905997e+00 2.767934e-02
## North Macedonia 8.481757e-01 3.339843e-01 2.906300e-01 1.206635e-01
## Norway 9.305136e-02 1.758231e-01 4.301003e-01 8.815788e-01
## Oman 2.659626e-01 8.459132e-02 4.937806e+00 1.646145e-01
## Pakistan 3.036987e-01 8.875448e-03 4.136700e-02 2.977378e-01
## Panama 1.775269e+00 1.925399e-01 1.481162e-01 2.083137e+00
## Paraguay 4.972678e-01 1.635033e-07 4.344369e-01 2.736809e+00
## Peru 1.068305e+00 8.558347e-02 9.682451e-03 1.994197e+00
## Philippines 1.254371e+00 1.391333e+00 3.822482e-02 1.857155e-01
## Poland 2.832535e-02 9.063403e-01 1.912780e-01 5.117056e-01
## Portugal 1.034023e-01 2.240335e-02 4.403250e-05 1.779145e-01
## Qatar 1.777123e-01 5.866917e+00 3.898477e-03 5.634585e-02
## South Korea 2.923969e-04 3.733823e-01 2.069705e-01 1.018028e+00
## Moldova 2.500573e-01 9.558201e-02 2.861290e-01 7.923132e-02
## Romania 2.762824e-01 5.039541e-02 1.733472e+00 1.105436e+00
## Russia 4.593985e+00 4.872322e-01 4.645219e-03 2.063068e+00
## Rwanda 9.760426e-01 1.757853e+00 7.467839e-02 1.234694e+00
## Saudi Arabia 7.904523e-01 3.769764e-01 9.037524e-02 6.441494e-01
## Senegal 2.103186e-01 1.121337e+00 3.657452e-01 4.738958e-05
## Serbia 8.145938e-01 4.267125e-01 5.544139e-02 1.522934e+00
## Singapore 1.542495e+00 5.167757e-03 1.065727e-02 2.038556e+00
## Slovakia 5.721039e-03 5.385750e-04 4.726290e-02 1.659149e-01
## Slovenia 1.219851e-01 2.998490e-04 1.590418e-01 1.566852e-01
## South Africa 3.229861e+00 5.888983e-01 2.595010e+00 5.875573e-01
## Spain 5.111281e-01 2.765852e+00 1.502566e-02 4.026863e-01
## Sri Lanka 9.198172e-03 1.241105e-02 2.597709e-01 2.380359e+00
## Sweden 4.702529e-01 9.599481e-01 2.739155e+00 6.814175e-02
## Switzerland 9.485161e-01 5.454821e+00 2.531728e-01 3.466359e-01
## Tajikistan 4.748049e-02 3.602580e-02 3.369254e-01 8.803170e-02
## Thailand 2.921236e-02 1.067652e+00 1.445427e-01 3.729182e-01
## Togo 4.828775e-02 7.661914e-01 1.012994e-01 5.198025e-01
## Trinidad 2.569194e+00 6.168510e-01 4.265438e-05 1.714153e-02
## Turkey 3.357783e-01 1.424118e+00 9.512351e-02 1.640407e+00
## Tunisia 7.012243e-02 1.892086e-03 1.076032e-01 3.518180e-01
## Uganda 8.200216e-02 4.142765e-01 1.388298e-01 5.538511e-01
## Ukraine 1.949699e-03 9.621811e-02 1.257929e-01 2.533949e-01
## United Arab Emirates 1.359743e+01 1.517538e-01 4.526266e-02 2.896147e+00
## UK 9.382204e-02 6.864103e-03 2.497274e+00 3.349090e-01
## Tanzania 3.464428e-01 1.086837e+00 3.338889e-02 2.302079e-01
## USA 1.392192e-01 1.860705e-01 2.163173e-01 1.216707e+00
## Uruguay 4.404990e-02 3.843964e-03 3.059691e-01 8.796515e-01
## Uzbekistan 5.027590e-03 6.092799e-01 7.714918e-02 7.832534e-01
## Vietnam 2.857922e-02 2.116263e+00 1.347064e-01 3.287705e-01
## Yemen 1.964824e-01 1.492710e+00 1.177408e+00 1.173694e+00
## Zambia 1.326753e+00 4.697669e-01 1.867076e+00 1.818592e-01
## Zimbabwe 2.493976e-02 2.833722e-01 3.086055e-01 3.226246e-02
## Dim.25 Dim.26 Dim.27 Dim.28
## Albania 2.510296e+00 0.8889475341 4.216706e-01 5.744209e-01
## Algeria 2.256069e+00 0.0440893798 6.905431e-01 5.660937e-01
## Angola 2.829156e-02 2.1957777748 1.168985e-01 2.826142e-01
## Argentina 2.378707e-01 0.0085067403 1.232739e-02 2.441395e-01
## Armenia 4.610166e-03 0.5073037796 3.750472e-01 1.787075e-01
## Australia 2.125111e+00 0.5610550536 9.278220e-02 3.823328e-02
## Austria 7.712387e-02 0.0452903211 1.394316e-02 3.898051e-02
## Azerbaijan 7.843203e-01 0.9192331114 1.291095e+00 4.505020e-01
## Bahrain 1.271020e+00 1.5373917198 5.064937e-01 6.787338e-02
## Bangladesh 7.135023e-02 0.2678717139 3.410220e-02 1.390197e+00
## Belarus 1.801116e-02 0.1240885348 1.396831e+00 9.353803e-02
## Belgium 1.728188e-02 0.8714035572 1.755721e-01 8.753778e-02
## Benin 5.355343e-01 0.0422583606 1.185735e+00 6.901855e-01
## Bosnia and Herzegovina 8.924136e-03 0.8966614553 7.691502e-01 1.342333e+00
## Botswana 4.932077e+00 0.3304042920 2.393960e-01 1.047178e-01
## Brazil 1.154872e+00 0.0319919497 1.122100e-01 1.580588e-05
## Brunei 2.330350e-01 0.0419141744 1.477215e+00 1.270136e-02
## Bulgaria 3.668538e+00 0.0178560244 6.504491e-02 5.863539e-01
## Burkina Faso 6.998202e-03 0.5896248679 4.167088e-06 5.751110e-01
## Burundi 1.091926e-01 0.0212370567 3.197057e-01 1.458383e-01
## C.te.d.Ivoire 1.485776e-01 0.0027572058 2.198785e-01 4.360777e-02
## Cambodia 2.369574e-01 0.6567394891 4.547062e-01 1.589054e-01
## Cameroon 5.369482e-03 0.0392855066 2.482381e-02 1.651409e-02
## Canada 2.107931e-01 0.8316087284 8.434437e-01 1.254043e+00
## Chile 1.125137e-02 0.7362610698 1.499249e-01 1.434998e+00
## China 1.189094e-01 2.7565227652 7.711405e-02 1.956312e-03
## Colombia 1.103324e+00 0.4273431959 1.789773e+00 1.440179e+00
## Costa Rica 3.418558e-01 0.7195845426 1.176922e+00 9.546065e-01
## Croatia 9.761257e-02 0.1289858005 3.660347e-01 3.880238e-02
## Cyprus 3.365683e-01 0.2703797371 1.260095e+00 9.127694e-01
## Czech Republic 1.581739e+00 0.1654906515 6.575226e+00 2.065323e-05
## Denmark 4.902005e+00 0.0505713448 6.643437e-01 2.436876e+00
## Dominican Republic 1.000371e+00 0.0420259995 5.838519e-02 1.126188e-01
## Ecuador 1.272853e-01 0.5862776468 1.185728e-01 4.675317e-05
## Egypt 1.737890e-03 0.0935604217 4.645992e-02 1.705321e-01
## El Salvador 7.176003e-02 1.5035346529 4.992788e-01 2.560075e-01
## Estonia 8.441310e-01 0.1404271605 4.954237e-01 9.167502e-04
## Ethiopia 2.374391e-01 3.6213762138 7.281465e-01 8.315396e-01
## Finland 2.219357e+00 0.0337096917 3.403098e-02 3.291049e-01
## France 1.283540e+00 1.2073475768 3.239333e-02 5.920262e-01
## Georgia 3.211741e-02 0.0378131553 8.479231e-03 9.669864e-02
## Germany 6.195069e-02 3.3324056041 8.956909e-02 1.415215e-01
## Ghana 7.264312e-02 2.3420124420 2.166162e-01 1.354577e+00
## Greece 6.999923e-01 0.4856101919 2.872277e-02 1.501144e-02
## Guatemala 5.503175e-05 1.3843462917 4.691790e-01 2.400812e+00
## Guinea 5.675244e-02 0.0497701634 5.723991e-03 7.803983e-01
## Honduras 1.318649e-02 0.3069527487 4.063971e-03 4.575535e-01
## Hong.Kong 2.172438e+00 0.0696960559 7.806914e-01 4.620723e-01
## Hungary 3.746037e+00 0.0045322630 4.999501e-01 3.568611e-01
## Iceland 5.095261e-01 5.0889096471 1.478030e+00 8.932102e-02
## India 8.734806e-01 0.2538195436 2.447367e+00 3.682205e-05
## Indonesia 7.643988e-02 0.0028263014 4.593561e-01 1.415586e+00
## Iran 1.200926e+00 0.2760264174 1.864126e+00 8.906710e-02
## Iraq 7.438873e-03 0.3007883872 2.216862e+00 4.366468e+00
## Ireland 1.374417e+00 1.4300257800 3.905667e-01 1.449654e+00
## Israel 3.667967e+00 0.6803418430 2.808649e-02 1.620246e-01
## Italy 2.333563e-02 0.7702876774 1.566887e-01 6.231761e-03
## Jamaica 7.829792e-01 2.1958943716 7.065448e-02 1.086412e-01
## Japan 4.132217e+00 2.0337016596 3.551213e-02 9.292332e-04
## Jordan 1.161215e-01 0.0133392146 1.465483e+00 6.197588e-02
## Kazakhstan 4.523768e-02 0.8797179238 1.505837e-01 1.376652e+00
## Kenya 7.278817e-02 1.3705999834 1.481910e+00 5.860007e-01
## Kuwait 1.782253e+00 0.3180809299 4.688137e-01 2.260057e-01
## Kyrgyzstan 9.892214e-01 0.9119066964 3.984111e-01 1.496215e-01
## Laos 2.371268e-02 1.0893439633 6.886428e-03 4.042617e-04
## Latvia 4.925678e-01 1.7879734530 8.245362e-01 1.971871e-02
## Lithuania 3.925102e-01 1.0121836483 1.147495e-02 1.639063e+00
## Luxembourg 6.776620e-01 0.0936988851 1.200476e+00 1.307142e+00
## Madagascar 3.096013e-02 0.2001975989 1.309599e+00 1.421397e+00
## Malaysia 6.765203e-01 0.6959189684 2.099366e-02 9.987411e-02
## Mali 1.720977e-02 0.1118484321 4.003269e-02 1.156348e-01
## Malta 3.652932e-01 0.2827579537 1.548094e+00 1.040642e-01
## Mauritania 1.537763e-02 0.5441377919 2.113135e-02 7.570320e-01
## Mauritius 2.304020e+00 0.2232006034 5.133971e+00 6.025999e-05
## Mexico 2.089420e-01 1.1778304189 2.761306e-01 5.347573e-04
## Mongolia 1.064524e-02 0.2505225349 2.570904e-02 2.932603e-01
## Montenegro 5.301456e-01 0.4612381052 1.225630e-01 8.207638e-01
## Morocco 1.334597e-02 0.1888270999 1.749953e-01 5.179317e-01
## Mozambique 2.286293e-01 0.3893791037 3.303704e-01 5.383371e+00
## Myanmar 1.103840e-01 1.3564882407 7.036718e-01 6.069255e+00
## Namibia 1.773178e-01 0.0476134346 1.340904e+00 8.316341e-01
## Nepal 2.816494e-02 0.0899095427 1.048968e-02 1.951818e+00
## Netherlands 4.308389e+00 0.2042737812 2.583095e-01 3.059212e+00
## New Zealand 1.071818e+00 3.4307837041 1.182286e+00 5.103157e-01
## Nicaragua 3.277273e-02 0.4294514017 4.951875e-01 8.412670e-01
## Niger 9.550488e-01 0.6105092043 2.414218e+00 1.959239e+00
## Nigeria 7.798649e-02 0.8858064184 1.443746e-01 5.819391e-02
## North Macedonia 1.979837e-01 0.2166700720 4.397378e-01 7.611686e-02
## Norway 1.806624e+00 0.6861740203 1.777453e+00 5.177491e+00
## Oman 2.990811e-01 0.1515527313 4.197416e-01 1.141465e-02
## Pakistan 5.729816e-01 0.2316551698 6.012738e-02 2.127119e-02
## Panama 5.168711e-01 3.0284252621 5.526440e-03 2.116784e-01
## Paraguay 1.036557e-04 0.4760309657 1.310815e+00 1.135653e+00
## Peru 1.964551e+00 0.1468617954 1.038920e+00 2.867237e+00
## Philippines 4.760167e-02 0.0997200947 1.047362e+00 2.648012e-01
## Poland 1.374298e-02 0.5667796010 8.191194e-01 6.690125e-03
## Portugal 1.429509e+00 0.1141067159 3.711533e-02 6.955075e-03
## Qatar 5.234956e-01 1.3674831999 7.858319e-01 5.846400e-01
## South Korea 5.803033e-01 3.5915118010 1.113639e-01 1.485123e+00
## Moldova 3.526687e-02 1.8368703494 6.014706e-01 7.302865e-02
## Romania 2.485143e-02 0.1231099963 9.382697e-01 1.205063e-01
## Russia 4.964193e-02 0.0522688169 4.574545e-01 1.943002e-02
## Rwanda 2.114440e-01 0.0047537941 5.966117e-01 6.555710e-01
## Saudi Arabia 9.895006e-01 0.1506589070 4.064278e-02 7.782134e-01
## Senegal 4.230460e-02 1.0812184832 1.638337e-01 9.372538e-01
## Serbia 1.153739e-01 0.2682106492 8.224832e-04 2.116216e-01
## Singapore 1.197944e-05 0.0251470250 5.234548e+00 1.351284e+00
## Slovakia 1.783379e+00 0.4673630350 1.184435e+00 1.262648e-01
## Slovenia 1.558644e-01 0.4762237981 6.100310e-01 9.650681e-02
## South Africa 1.915021e-01 0.8045337814 1.304827e-01 6.890444e-02
## Spain 3.529784e-01 0.2921545797 5.900667e-01 2.818177e-01
## Sri Lanka 7.060145e-01 0.5462273105 9.203948e-01 5.941445e-01
## Sweden 9.846506e-02 0.0227151439 5.733747e-01 9.680075e-01
## Switzerland 3.249808e+00 0.8135965183 4.598954e-01 1.451904e+00
## Tajikistan 1.990255e-01 0.4712683560 8.238536e-01 1.756599e+00
## Thailand 4.806795e-02 0.4774589679 1.808413e-01 2.417103e-02
## Togo 2.945269e-03 2.2024062859 3.837868e-01 3.996916e-01
## Trinidad 1.806953e-01 0.2383127733 8.124311e-02 1.569326e+00
## Turkey 1.168752e-01 1.7766283858 2.447927e-03 9.587250e-02
## Tunisia 8.600010e-01 0.1931882024 1.350790e+00 2.425310e+00
## Uganda 1.049967e+00 0.2965020704 5.660152e-03 5.490991e-01
## Ukraine 1.998673e-03 0.6862899549 4.043375e-02 2.937375e-01
## United Arab Emirates 7.054736e-01 0.0001032084 4.618350e+00 2.412557e+00
## UK 4.333910e+00 0.0275317187 1.382280e+00 1.954638e+00
## Tanzania 6.268168e-03 0.6206102868 1.255295e+00 4.750250e-01
## USA 7.636043e-01 0.0308411947 9.154741e-01 3.189498e+00
## Uruguay 2.960066e+00 2.8070341925 1.815302e+00 4.950174e-01
## Uzbekistan 3.454244e-01 3.1889743830 4.313379e-01 3.506884e-01
## Vietnam 7.029143e-02 0.9093974570 6.177400e+00 1.612081e-01
## Yemen 2.255197e-02 1.3658427859 6.685646e-01 9.524063e-01
## Zambia 1.279002e+00 0.4866202428 8.603308e-02 4.013924e-02
## Zimbabwe 1.469408e-01 1.7613937758 9.452921e-01 1.428352e-01
res.ind$cos2 # Quality of representation
## Dim.1 Dim.2 Dim.3 Dim.4
## Albania 1.659168e-01 5.195625e-02 2.199616e-01 3.670146e-02
## Algeria 5.465608e-01 7.112850e-04 4.505804e-02 6.533571e-03
## Angola 7.195411e-01 7.592180e-03 4.451872e-02 1.731823e-02
## Argentina 2.056102e-02 3.393411e-02 2.286577e-02 4.531129e-02
## Armenia 2.622892e-01 7.666738e-04 1.160737e-01 5.316536e-02
## Australia 4.050226e-01 2.713176e-02 1.148464e-02 3.796837e-02
## Austria 7.185774e-01 1.888786e-03 2.214421e-03 8.171076e-02
## Azerbaijan 4.195691e-01 3.364839e-03 7.911579e-03 4.386541e-02
## Bahrain 3.374850e-02 7.448173e-03 8.522015e-04 2.584103e-01
## Bangladesh 5.716011e-01 1.367174e-02 4.337110e-02 1.796456e-03
## Belarus 3.048374e-02 2.220100e-03 3.780864e-01 5.072742e-02
## Belgium 6.281134e-01 7.816675e-03 1.555805e-02 1.637665e-01
## Benin 7.081579e-01 5.451937e-02 5.639687e-02 7.288295e-03
## Bosnia and Herzegovina 1.393054e-01 2.193164e-02 2.861954e-01 1.778387e-02
## Botswana 2.056630e-01 1.156750e-01 8.871845e-03 3.084798e-02
## Brazil 1.166183e-02 2.652400e-01 3.738688e-03 1.187662e-03
## Brunei 1.035743e-01 9.618728e-02 1.300845e-03 6.198997e-02
## Bulgaria 8.728525e-02 3.291040e-02 5.507854e-01 3.386436e-02
## Burkina Faso 7.043001e-01 3.211837e-02 3.531703e-02 1.258562e-02
## Burundi 7.253662e-01 1.991769e-02 6.976413e-02 4.119386e-02
## C.te.d.Ivoire 7.710627e-01 2.910694e-02 5.672564e-02 1.395886e-05
## Cambodia 5.916444e-01 7.497129e-03 1.504541e-02 2.392218e-02
## Cameroon 7.687368e-01 2.117038e-02 6.684360e-02 2.228320e-02
## Canada 6.710293e-01 8.114262e-04 1.251840e-01 6.521245e-03
## Chile 9.299000e-02 1.269355e-02 3.739922e-02 2.317646e-01
## China 2.431864e-01 3.435706e-01 1.498019e-02 5.011151e-03
## Colombia 2.334979e-02 8.518439e-02 1.576764e-01 1.457721e-02
## Costa Rica 3.049720e-02 1.721083e-02 5.488526e-02 7.925644e-02
## Croatia 5.777577e-02 4.251272e-03 5.475347e-01 3.800660e-03
## Cyprus 2.599005e-01 2.243201e-01 1.439599e-01 1.368251e-02
## Czech Republic 2.542874e-01 2.887233e-02 2.368585e-01 3.192133e-02
## Denmark 7.847118e-01 5.097150e-02 1.870085e-02 2.838355e-02
## Dominican Republic 5.256048e-01 1.037202e-03 4.426889e-04 5.234045e-02
## Ecuador 5.404826e-01 4.469949e-03 8.874473e-03 2.018475e-02
## Egypt 2.942578e-01 6.884967e-02 3.866771e-02 3.523184e-02
## El Salvador 5.952078e-01 1.923910e-03 3.968723e-04 1.147588e-02
## Estonia 3.689693e-01 1.016834e-01 1.564990e-01 1.554173e-02
## Ethiopia 6.112133e-01 1.776613e-03 3.567614e-02 3.279659e-02
## Finland 7.697833e-01 3.927199e-02 9.998898e-06 6.477115e-02
## France 7.540433e-01 1.892103e-02 4.677979e-02 3.747798e-02
## Georgia 1.213897e-01 5.731906e-02 8.267877e-02 9.041307e-02
## Germany 7.164265e-01 5.528408e-02 3.922927e-02 6.074455e-02
## Ghana 3.336137e-01 1.040198e-02 3.524663e-03 6.212822e-03
## Greece 1.263093e-01 9.720057e-04 3.594766e-01 2.050138e-02
## Guatemala 6.756112e-01 2.860384e-04 7.930362e-03 1.175740e-03
## Guinea 7.386038e-01 2.882651e-02 8.893423e-02 2.417713e-02
## Honduras 6.752963e-01 2.258855e-02 1.112765e-02 1.802600e-02
## Hong.Kong 1.528447e-01 1.470186e-02 4.199479e-02 2.445447e-01
## Hungary 2.861331e-01 3.317426e-02 2.208056e-01 7.765924e-03
## Iceland 4.133393e-01 2.939168e-01 2.296744e-03 5.135779e-03
## India 7.757840e-03 1.984073e-01 3.211562e-02 5.013290e-04
## Indonesia 1.588233e-02 3.058377e-01 2.770902e-02 1.454969e-01
## Iran 6.992882e-02 8.533527e-02 1.243862e-02 3.219299e-02
## Iraq 6.173728e-01 9.760440e-03 1.904436e-02 9.018471e-02
## Ireland 4.834259e-01 7.587618e-03 8.038298e-03 8.383153e-03
## Israel 4.811581e-01 4.976033e-02 1.550267e-04 8.798365e-03
## Italy 4.650392e-01 1.032109e-01 3.291251e-03 1.094957e-01
## Jamaica 2.621193e-01 1.173373e-02 6.243467e-02 1.574156e-02
## Japan 5.472157e-01 8.689811e-02 8.060346e-02 1.710715e-02
## Jordan 8.269578e-02 2.813111e-05 7.651387e-03 1.335254e-01
## Kazakhstan 7.270267e-02 8.945308e-02 1.684664e-01 1.997090e-02
## Kenya 4.520010e-01 8.802947e-04 1.964463e-02 1.736190e-04
## Kuwait 4.113471e-02 2.448720e-03 1.201080e-03 8.305482e-02
## Kyrgyzstan 5.743506e-01 3.775982e-03 7.436224e-03 1.753172e-03
## Laos 5.936215e-01 3.403037e-04 1.878741e-02 2.339284e-03
## Latvia 1.399308e-01 9.856733e-03 4.485579e-01 7.283257e-03
## Lithuania 2.100782e-01 2.140784e-02 2.404671e-01 4.510928e-03
## Luxembourg 3.637521e-01 2.802219e-01 8.471537e-03 1.118949e-02
## Madagascar 7.680578e-01 6.440606e-03 3.154108e-02 2.115392e-02
## Malaysia 1.711958e-01 3.347300e-01 1.161076e-03 1.915658e-01
## Mali 7.455044e-01 2.091909e-02 5.990670e-02 3.312420e-02
## Malta 2.678984e-01 1.589136e-01 7.973445e-03 2.040455e-02
## Mauritania 6.581894e-01 2.483456e-02 6.438926e-02 1.515050e-02
## Mauritius 4.112122e-03 1.710196e-01 7.306462e-03 2.604579e-01
## Mexico 7.638656e-04 6.362536e-01 4.476510e-06 1.950260e-02
## Mongolia 1.908958e-01 8.700521e-03 5.524009e-02 8.725415e-03
## Montenegro 2.647771e-02 9.455245e-02 1.699612e-01 2.133835e-02
## Morocco 1.603755e-01 3.449857e-02 5.665196e-03 4.071514e-03
## Mozambique 5.267073e-01 1.976836e-02 1.839782e-02 1.067771e-02
## Myanmar 6.859790e-01 9.998135e-04 2.184032e-02 7.200109e-03
## Namibia 5.087288e-01 5.720049e-02 1.722113e-02 1.705927e-03
## Nepal 6.692213e-01 7.067439e-03 4.263567e-02 1.756276e-02
## Netherlands 8.032826e-01 1.263743e-04 3.490608e-02 1.669822e-02
## New Zealand 5.250125e-01 1.084919e-01 2.238153e-03 1.892899e-03
## Nicaragua 6.886598e-01 8.835413e-03 5.699523e-03 5.044639e-02
## Niger 6.283573e-01 4.534270e-03 1.415047e-02 4.596570e-02
## Nigeria 7.207480e-01 2.789060e-03 7.130446e-02 1.902531e-02
## North Macedonia 2.946645e-02 3.308757e-04 3.852575e-01 2.270234e-05
## Norway 7.073274e-01 4.758822e-02 6.855460e-03 5.299422e-06
## Oman 3.539050e-02 2.764331e-02 1.227723e-02 1.595890e-01
## Pakistan 5.251671e-01 3.363535e-02 5.179771e-02 2.157880e-03
## Panama 1.520032e-01 7.021599e-04 4.470702e-04 9.199734e-02
## Paraguay 4.787899e-01 1.092158e-02 1.647236e-03 4.083474e-03
## Peru 1.823553e-01 7.815269e-03 6.371455e-02 1.495251e-02
## Philippines 2.937877e-02 3.512993e-01 1.987110e-02 5.573924e-03
## Poland 3.419669e-01 2.142472e-01 1.778665e-01 2.515088e-03
## Portugal 6.175419e-01 1.565510e-03 6.139279e-02 1.148802e-02
## Qatar 9.918635e-03 2.177611e-04 1.912614e-02 2.490619e-01
## South Korea 5.642992e-01 2.450549e-01 1.478411e-02 1.904000e-02
## Moldova 1.011607e-01 2.884605e-03 1.467860e-01 2.308995e-02
## Romania 1.047794e-02 1.847170e-02 3.925798e-01 3.316986e-04
## Russia 3.625893e-02 2.118897e-01 4.120802e-04 3.628610e-02
## Rwanda 5.794355e-01 5.949262e-02 4.974388e-02 5.251058e-03
## Saudi Arabia 2.726710e-03 1.347871e-01 1.415461e-01 1.188733e-01
## Senegal 5.229874e-01 4.333544e-02 5.466929e-02 7.887160e-04
## Serbia 2.818302e-06 9.048827e-03 5.543441e-01 1.077217e-04
## Singapore 6.097077e-01 1.254673e-02 1.634859e-02 9.449069e-02
## Slovakia 7.734542e-02 8.367111e-02 5.073911e-01 1.129987e-02
## Slovenia 3.722054e-01 2.989401e-03 3.621686e-01 8.952836e-02
## South Africa 1.708847e-03 2.410967e-02 4.338637e-02 9.498656e-02
## Spain 4.854878e-01 1.113763e-01 5.504201e-02 4.362718e-02
## Sri Lanka 2.062522e-01 4.133390e-03 9.868789e-07 3.576557e-02
## Sweden 8.314014e-01 4.859818e-02 9.234927e-03 4.006082e-02
## Switzerland 7.865142e-01 5.886424e-03 8.555999e-02 5.508366e-05
## Tajikistan 6.117104e-01 3.519184e-04 1.270659e-03 8.220245e-04
## Thailand 4.524423e-02 6.789087e-01 7.565484e-03 5.362630e-02
## Togo 6.037748e-01 2.513762e-02 3.971573e-03 7.213040e-02
## Trinidad 4.212485e-01 2.994879e-02 2.369152e-03 3.213563e-03
## Turkey 5.260641e-02 3.841868e-01 1.463910e-02 5.150372e-03
## Tunisia 1.431729e-01 3.476234e-03 2.863724e-02 9.563846e-03
## Uganda 6.578851e-01 1.692572e-02 7.791252e-02 9.932819e-03
## Ukraine 3.998122e-03 1.238822e-02 1.977596e-01 3.308444e-02
## United Arab Emirates 3.326624e-01 2.414083e-02 1.522498e-02 1.930995e-01
## UK 7.673848e-01 6.955461e-03 3.936673e-02 8.684670e-05
## Tanzania 6.437057e-01 5.265305e-03 3.255236e-02 8.468289e-04
## USA 7.088013e-01 1.921550e-02 1.522221e-01 4.095388e-03
## Uruguay 5.620016e-04 1.043626e-01 5.420305e-02 1.624211e-02
## Uzbekistan 2.824622e-01 4.185563e-02 2.973606e-03 3.025988e-02
## Vietnam 2.609508e-03 3.710619e-01 5.747273e-04 2.003540e-01
## Yemen 6.065745e-01 1.744824e-03 3.275539e-02 2.542123e-02
## Zambia 7.110203e-01 6.044740e-06 4.362595e-02 3.153145e-03
## Zimbabwe 6.845078e-01 3.340322e-04 1.144917e-04 3.089009e-02
## Dim.5 Dim.6 Dim.7 Dim.8
## Albania 1.844846e-02 5.168157e-02 3.598756e-02 5.383064e-02
## Algeria 4.103040e-03 1.136644e-03 4.653435e-02 4.198745e-02
## Angola 5.432588e-04 2.072481e-03 1.554843e-02 3.302803e-02
## Argentina 1.806536e-02 6.244110e-02 1.861635e-01 4.086647e-04
## Armenia 2.971758e-02 3.829269e-02 5.059668e-02 3.325088e-03
## Australia 5.297114e-02 4.133473e-02 3.181254e-03 2.026774e-04
## Austria 5.352241e-02 5.265133e-03 1.145382e-02 1.714940e-02
## Azerbaijan 4.208008e-02 5.304427e-04 1.023757e-02 4.895019e-02
## Bahrain 1.927338e-01 7.651844e-03 1.665794e-02 1.596158e-02
## Bangladesh 8.584350e-03 1.371222e-03 2.502262e-02 1.550761e-04
## Belarus 9.779800e-05 5.213889e-03 2.397046e-03 1.230302e-01
## Belgium 2.283705e-02 1.111288e-02 2.279959e-02 1.418558e-02
## Benin 1.785687e-03 6.417167e-03 1.587964e-02 2.787506e-04
## Bosnia and Herzegovina 9.179782e-06 5.707763e-02 1.157365e-02 1.087831e-02
## Botswana 7.266584e-03 5.589763e-03 1.025776e-01 1.420993e-05
## Brazil 4.121097e-02 1.151695e-01 7.581312e-02 4.359182e-02
## Brunei 1.791468e-01 6.497337e-03 2.101782e-01 1.186289e-04
## Bulgaria 3.299800e-03 9.215213e-03 1.725675e-03 1.538049e-03
## Burkina Faso 2.827159e-03 1.103592e-02 2.497280e-03 3.219819e-02
## Burundi 4.259093e-04 1.354870e-02 1.096414e-02 3.394819e-03
## C.te.d.Ivoire 4.244133e-03 1.549462e-02 8.316274e-07 9.490631e-03
## Cambodia 7.290274e-02 2.212548e-03 4.420727e-02 2.401931e-03
## Cameroon 3.116524e-03 6.938751e-03 8.102879e-05 1.719115e-05
## Canada 1.149261e-02 2.474397e-03 2.661611e-02 1.536416e-02
## Chile 1.014198e-01 1.832968e-01 5.232596e-03 1.037961e-03
## China 1.160538e-01 1.249876e-02 4.437564e-03 5.448442e-03
## Colombia 1.058881e-05 1.340042e-02 1.244959e-01 3.968813e-02
## Costa Rica 2.329768e-02 6.081801e-02 2.505575e-03 3.516699e-02
## Croatia 7.657768e-06 3.585839e-03 2.608659e-02 1.229693e-02
## Cyprus 1.778348e-02 2.153376e-02 1.439758e-02 1.900151e-02
## Czech Republic 2.106816e-02 1.288960e-01 1.399446e-01 4.530072e-03
## Denmark 1.258828e-03 6.810579e-04 1.773277e-02 7.069049e-03
## Dominican Republic 1.089848e-02 2.234412e-03 5.179692e-04 2.921813e-02
## Ecuador 1.736849e-03 5.773525e-02 2.715542e-02 1.318544e-02
## Egypt 4.245600e-02 5.110211e-03 1.481840e-01 2.356396e-02
## El Salvador 3.172501e-03 3.725329e-04 4.799610e-03 7.150339e-02
## Estonia 5.690888e-02 1.448869e-03 1.744237e-02 1.043656e-01
## Ethiopia 9.895178e-03 1.260865e-02 2.209415e-03 2.164076e-02
## Finland 1.019325e-02 2.805301e-02 3.661121e-03 2.248398e-02
## France 8.623642e-03 3.829280e-02 7.671667e-03 4.886995e-03
## Georgia 2.560044e-03 3.957944e-02 1.006341e-01 7.871568e-04
## Germany 1.507550e-03 7.109825e-03 1.420100e-02 2.599506e-03
## Ghana 6.270774e-03 8.157333e-03 8.145213e-02 2.020609e-02
## Greece 1.293315e-01 1.936842e-03 2.810672e-07 2.575126e-02
## Guatemala 1.708179e-02 5.719440e-03 1.503207e-02 4.872001e-02
## Guinea 7.354297e-04 1.471788e-02 1.030426e-03 8.740631e-03
## Honduras 1.833866e-03 3.591619e-03 1.212184e-02 2.748377e-03
## Hong.Kong 1.383149e-01 3.377497e-03 9.479962e-02 2.666637e-03
## Hungary 4.079933e-02 9.794684e-02 2.353485e-02 2.914515e-02
## Iceland 3.045208e-02 4.693603e-03 1.081421e-02 3.162984e-02
## India 6.015618e-03 1.369691e-03 3.766497e-01 1.322407e-01
## Indonesia 3.302378e-02 4.187983e-04 1.256600e-01 9.440770e-03
## Iran 9.290825e-03 1.607470e-01 2.629721e-02 1.128537e-01
## Iraq 4.728357e-04 1.977225e-04 8.496447e-03 3.665596e-04
## Ireland 3.189878e-03 1.538700e-03 5.637261e-02 9.984113e-02
## Israel 1.975639e-02 9.290250e-02 1.142760e-01 6.797468e-02
## Italy 3.167977e-03 2.416797e-02 7.046323e-05 2.295450e-02
## Jamaica 1.692588e-02 5.565282e-02 1.049116e-02 4.443885e-03
## Japan 4.796333e-03 3.765091e-04 7.235511e-03 3.369854e-02
## Jordan 8.893465e-03 4.191215e-02 4.257361e-02 2.324141e-03
## Kazakhstan 4.997769e-02 5.660544e-03 2.178729e-02 1.366043e-02
## Kenya 7.973988e-03 1.137955e-04 9.558040e-02 1.277771e-02
## Kuwait 3.360165e-01 2.684158e-03 2.199038e-02 3.989040e-02
## Kyrgyzstan 5.172528e-03 8.992086e-03 9.526098e-03 1.316273e-02
## Laos 1.932047e-04 6.091291e-02 4.001019e-03 7.159778e-02
## Latvia 1.691105e-02 3.739390e-02 2.946176e-03 1.128086e-02
## Lithuania 3.803484e-03 1.127046e-01 3.944037e-02 3.286282e-02
## Luxembourg 4.858102e-02 2.833616e-02 9.724822e-05 5.309606e-02
## Madagascar 2.192775e-03 2.293587e-03 1.185439e-03 2.896877e-04
## Malaysia 5.237468e-03 1.110290e-01 6.609340e-03 7.617244e-03
## Mali 4.106657e-03 3.824137e-02 3.293283e-04 2.255285e-03
## Malta 1.590478e-01 1.957949e-01 9.709066e-03 1.679134e-02
## Mauritania 7.906058e-03 1.466214e-02 1.379405e-02 1.296098e-02
## Mauritius 6.047042e-04 5.772422e-02 1.448135e-03 1.759460e-02
## Mexico 1.064813e-03 2.088763e-02 1.352600e-03 1.947372e-03
## Mongolia 3.937684e-02 3.201537e-01 1.283218e-01 1.350618e-02
## Montenegro 7.959221e-04 8.133404e-03 1.230067e-02 5.235160e-02
## Morocco 7.648679e-03 1.628958e-01 2.696510e-04 7.248359e-02
## Mozambique 6.833959e-03 1.439778e-03 1.502498e-02 6.479463e-02
## Myanmar 2.458390e-02 1.531629e-02 6.792813e-04 4.079938e-03
## Namibia 1.453811e-02 5.945880e-03 3.557331e-02 3.674839e-03
## Nepal 1.229443e-02 1.946254e-03 2.018183e-02 2.750206e-02
## Netherlands 3.501883e-06 4.693076e-05 1.625190e-02 2.252668e-02
## New Zealand 2.028482e-02 2.433262e-02 9.632442e-02 1.484782e-02
## Nicaragua 2.003368e-02 8.263957e-04 1.127158e-04 2.062619e-05
## Niger 6.159147e-02 2.971440e-02 6.553907e-04 2.258935e-02
## Nigeria 9.745526e-03 2.340338e-03 1.985943e-03 1.268588e-03
## North Macedonia 1.074551e-03 2.391304e-02 6.832974e-02 2.669435e-01
## Norway 1.000112e-01 2.547899e-03 2.363761e-02 1.306614e-03
## Oman 2.207208e-01 9.481663e-04 2.236484e-05 9.698916e-03
## Pakistan 1.932227e-04 1.709365e-02 1.532195e-01 1.343949e-03
## Panama 5.497190e-04 2.082983e-02 4.650321e-04 1.589854e-01
## Paraguay 1.888823e-02 3.020523e-03 1.452698e-02 1.144289e-02
## Peru 4.982562e-03 1.108771e-01 2.466618e-02 1.802557e-03
## Philippines 1.259016e-01 4.225975e-02 3.616029e-04 1.898063e-02
## Poland 4.501596e-03 6.201821e-03 3.084437e-03 1.759813e-02
## Portugal 5.663063e-02 2.427931e-02 3.610138e-02 4.250549e-02
## Qatar 2.301171e-01 3.108976e-02 5.780873e-03 2.846057e-02
## South Korea 9.267655e-03 2.337861e-03 6.276754e-02 4.566363e-03
## Moldova 1.286986e-02 1.904600e-01 2.652215e-02 1.389731e-01
## Romania 1.171414e-03 9.652969e-03 3.502918e-02 3.765681e-04
## Russia 9.352766e-03 1.003778e-01 4.535896e-04 2.885903e-02
## Rwanda 1.767669e-04 3.342705e-02 6.089359e-03 3.937159e-04
## Saudi Arabia 2.154403e-01 1.498456e-02 3.820115e-02 5.244280e-02
## Senegal 1.149975e-02 7.392549e-03 3.819984e-04 8.023132e-02
## Serbia 4.801291e-04 7.160625e-03 6.341727e-04 1.084434e-02
## Singapore 7.424440e-02 2.881942e-02 1.216136e-03 3.593470e-03
## Slovakia 1.062664e-02 7.026216e-02 9.093009e-02 3.290019e-02
## Slovenia 1.158579e-02 5.174482e-02 5.380813e-03 7.355192e-04
## South Africa 6.129303e-02 1.253790e-02 4.023551e-04 2.262184e-02
## Spain 5.462310e-04 8.270245e-02 4.923029e-04 1.507044e-02
## Sri Lanka 6.900069e-04 5.358207e-03 1.133436e-01 1.609518e-01
## Sweden 1.778947e-04 6.485051e-03 2.955310e-03 3.312925e-03
## Switzerland 1.202057e-03 3.504899e-04 2.686336e-04 1.300418e-02
## Tajikistan 3.247122e-03 5.060382e-06 8.937880e-03 2.214196e-02
## Thailand 1.773450e-02 2.689263e-02 2.822354e-02 9.646359e-03
## Togo 3.760683e-03 3.280887e-05 4.332385e-05 1.343763e-02
## Trinidad 4.010245e-02 2.112229e-02 2.359695e-02 1.776545e-02
## Turkey 4.671536e-03 3.071814e-01 5.800604e-03 1.036657e-02
## Tunisia 1.319032e-01 6.399637e-03 1.046599e-02 3.057411e-02
## Uganda 9.038590e-03 2.074075e-02 1.151713e-03 3.812813e-03
## Ukraine 7.684406e-03 3.454099e-02 3.029172e-03 4.997175e-02
## United Arab Emirates 1.758223e-02 5.880178e-02 4.559232e-04 5.997178e-04
## UK 7.983203e-03 3.255477e-02 1.416584e-02 1.341982e-03
## Tanzania 1.015627e-02 2.725602e-03 4.852438e-07 6.068915e-03
## USA 8.649001e-05 1.092935e-02 5.183130e-03 1.596127e-02
## Uruguay 1.242194e-02 2.290492e-03 1.300907e-01 5.526126e-03
## Uzbekistan 1.689017e-02 9.149800e-04 4.568358e-02 2.914671e-02
## Vietnam 1.049231e-01 7.089554e-02 1.047781e-02 1.049043e-02
## Yemen 3.198222e-02 3.913788e-03 3.314991e-02 5.273576e-02
## Zambia 5.953513e-03 1.109969e-03 2.694435e-04 1.633998e-03
## Zimbabwe 7.348643e-03 1.197318e-02 3.737226e-03 2.194134e-04
## Dim.9 Dim.10 Dim.11 Dim.12
## Albania 1.113561e-02 3.427836e-02 7.185959e-03 1.824750e-02
## Algeria 9.825409e-05 8.308303e-04 2.017426e-03 3.960628e-02
## Angola 8.258128e-03 2.461722e-02 7.815994e-03 3.010547e-06
## Argentina 5.155058e-02 1.368244e-01 7.561842e-02 1.151085e-02
## Armenia 5.618344e-03 1.699062e-02 4.309066e-03 4.334463e-03
## Australia 3.226779e-02 1.417818e-02 1.011528e-01 1.336119e-02
## Austria 2.766901e-02 1.756102e-04 8.467078e-05 7.174431e-04
## Azerbaijan 3.333736e-02 1.868876e-04 4.825952e-03 3.442755e-03
## Bahrain 8.457383e-03 3.961175e-03 7.183165e-04 1.436457e-07
## Bangladesh 2.603384e-02 5.352814e-03 1.499553e-02 6.897676e-02
## Belarus 1.994087e-01 4.172778e-02 2.007969e-03 1.432524e-04
## Belgium 1.557932e-02 1.038954e-02 1.980245e-03 5.148782e-02
## Benin 6.770237e-03 2.043764e-02 1.562751e-02 1.868686e-02
## Bosnia and Herzegovina 3.645166e-02 1.620701e-01 7.463407e-02 7.067753e-02
## Botswana 3.951867e-02 8.476078e-03 1.628715e-02 4.476076e-05
## Brazil 9.178572e-02 2.360244e-03 2.035670e-03 1.082323e-02
## Brunei 2.738553e-04 1.901479e-04 7.829862e-04 6.594444e-02
## Bulgaria 3.791690e-04 8.616450e-03 1.479692e-02 3.864478e-04
## Burkina Faso 2.572935e-03 5.702604e-03 1.209782e-02 1.020860e-02
## Burundi 9.444322e-03 1.621885e-04 2.846366e-02 2.193133e-02
## C.te.d.Ivoire 1.674108e-02 5.717872e-04 2.880777e-05 2.413305e-03
## Cambodia 3.236583e-02 2.058508e-02 1.467164e-03 1.196952e-02
## Cameroon 6.267290e-03 8.479039e-04 8.472784e-03 3.025668e-08
## Canada 1.371098e-02 1.136374e-02 1.005414e-02 1.278744e-04
## Chile 1.931068e-03 3.062351e-02 1.620606e-02 1.204770e-03
## China 1.315634e-01 1.005636e-02 7.113019e-05 1.595148e-02
## Colombia 7.363080e-04 3.409383e-02 4.353204e-02 5.218865e-04
## Costa Rica 1.128551e-04 2.295017e-01 1.212756e-02 2.338504e-02
## Croatia 3.772756e-04 1.562644e-01 3.134439e-03 1.510578e-02
## Cyprus 3.897096e-03 8.976528e-05 4.026944e-02 3.485522e-02
## Czech Republic 9.196136e-04 2.921138e-03 6.011323e-05 2.091191e-02
## Denmark 6.237411e-03 4.648486e-03 1.512492e-03 6.185896e-03
## Dominican Republic 3.905179e-02 8.594493e-02 3.956151e-03 1.835829e-03
## Ecuador 2.417075e-02 1.782682e-02 3.233004e-02 5.466741e-04
## Egypt 2.756144e-02 4.206336e-03 5.638297e-02 6.318743e-02
## El Salvador 2.228485e-02 8.841569e-02 2.266546e-03 4.951476e-02
## Estonia 3.358694e-02 1.578377e-02 1.551935e-02 1.412354e-02
## Ethiopia 9.745088e-03 6.827396e-03 1.126333e-03 2.458390e-02
## Finland 1.771209e-02 4.222519e-03 1.062128e-05 6.844986e-06
## France 3.502297e-04 2.762143e-03 1.000218e-04 1.277345e-02
## Georgia 1.084407e-01 4.863856e-03 1.302786e-01 4.803946e-02
## Germany 8.876067e-04 3.834252e-03 8.220208e-03 3.413770e-04
## Ghana 6.212909e-02 5.888749e-03 8.886727e-02 2.989985e-02
## Greece 1.252037e-01 1.426151e-02 2.185960e-03 7.796747e-02
## Guatemala 1.436248e-02 6.899689e-02 1.129621e-04 2.602730e-02
## Guinea 7.836117e-03 9.442225e-03 8.254791e-04 9.651918e-03
## Honduras 3.482195e-03 6.178717e-02 2.916050e-02 2.884934e-02
## Hong.Kong 8.745249e-02 6.189841e-03 8.526351e-03 7.894893e-02
## Hungary 1.041167e-03 2.668198e-02 5.649203e-03 8.581713e-03
## Iceland 9.178535e-03 4.107423e-03 2.081140e-03 6.496990e-03
## India 1.674320e-03 9.496876e-04 1.080149e-03 4.207636e-02
## Indonesia 9.995441e-02 8.157979e-04 1.383947e-02 3.626536e-03
## Iran 3.176767e-02 5.846421e-02 5.645775e-02 2.083533e-02
## Iraq 1.441677e-01 3.171640e-04 1.387655e-02 3.550492e-04
## Ireland 2.066758e-03 7.427400e-02 2.292807e-02 4.165805e-03
## Israel 2.024014e-03 1.417398e-02 2.352295e-02 2.556114e-02
## Italy 6.973573e-03 9.057493e-02 4.891240e-02 1.775785e-04
## Jamaica 2.384024e-03 1.334172e-03 1.543321e-01 8.648944e-02
## Japan 1.167267e-04 1.440186e-02 4.057273e-04 3.511117e-02
## Jordan 7.061647e-05 2.693099e-01 1.272193e-02 2.255512e-02
## Kazakhstan 7.305106e-03 1.702572e-02 1.513704e-01 4.812003e-02
## Kenya 2.006589e-02 1.736452e-02 1.165854e-02 2.562276e-02
## Kuwait 1.836402e-05 5.535048e-02 1.322613e-02 1.192594e-02
## Kyrgyzstan 8.554041e-03 3.572652e-03 1.122477e-01 1.555372e-03
## Laos 8.234221e-03 1.218277e-03 3.515556e-02 1.477813e-03
## Latvia 1.555493e-02 2.374405e-06 8.870156e-03 1.068501e-02
## Lithuania 1.389988e-03 6.090296e-03 9.926918e-04 2.789426e-03
## Luxembourg 7.956634e-03 8.256367e-03 1.111376e-03 8.911930e-02
## Madagascar 7.807241e-03 5.537477e-03 8.447295e-03 2.589442e-02
## Malaysia 8.471723e-03 1.537531e-03 3.427520e-04 3.086070e-02
## Mali 1.255539e-03 9.933782e-04 1.976685e-02 4.422948e-03
## Malta 2.241647e-03 2.140534e-03 1.362373e-02 3.467308e-06
## Mauritania 9.213159e-04 1.445954e-02 4.627950e-03 2.666832e-03
## Mauritius 7.972829e-04 7.622982e-04 4.729886e-02 3.931641e-03
## Mexico 4.969947e-02 2.025354e-03 3.817273e-02 1.871480e-03
## Mongolia 3.456560e-03 1.694573e-04 1.836526e-03 6.118960e-03
## Montenegro 6.479349e-03 2.504482e-01 5.656518e-03 2.325541e-02
## Morocco 3.577306e-03 1.132125e-02 2.429313e-01 5.168748e-03
## Mozambique 5.822383e-03 7.343138e-03 5.546565e-02 1.743411e-02
## Myanmar 1.050714e-02 6.069979e-03 2.979316e-06 2.167491e-02
## Namibia 4.172101e-04 2.292179e-02 2.814807e-03 6.734922e-04
## Nepal 9.341180e-03 3.716941e-03 1.196389e-02 1.746149e-02
## Netherlands 3.251573e-04 8.567409e-03 3.317905e-03 1.879808e-04
## New Zealand 3.998884e-05 3.370550e-05 2.118538e-02 9.403628e-04
## Nicaragua 4.853681e-03 7.632269e-03 7.997033e-02 2.490713e-03
## Niger 4.127163e-02 4.525952e-04 2.362641e-02 8.930842e-04
## Nigeria 8.050345e-03 2.236972e-02 3.792390e-03 7.110841e-03
## North Macedonia 2.074375e-02 5.145739e-02 1.514547e-02 6.954976e-03
## Norway 8.490429e-04 2.157332e-05 2.504817e-03 2.491623e-04
## Oman 1.598101e-02 4.802856e-02 2.008246e-01 1.156322e-02
## Pakistan 8.749731e-03 9.005615e-04 5.244993e-02 1.023114e-02
## Panama 2.971676e-03 1.246486e-02 1.191472e-05 4.653256e-02
## Paraguay 5.517054e-03 6.734844e-02 1.382103e-05 5.165910e-02
## Peru 1.765739e-02 5.206832e-03 1.357817e-01 6.805236e-04
## Philippines 2.447928e-04 1.474899e-01 4.084757e-02 1.173077e-02
## Poland 2.680053e-02 1.234710e-02 1.434206e-02 8.121714e-05
## Portugal 9.806939e-03 1.392350e-04 1.382624e-02 2.734755e-02
## Qatar 2.706884e-03 1.361239e-02 8.752284e-04 7.941034e-02
## South Korea 1.820143e-04 5.987055e-03 4.681621e-03 6.723574e-03
## Moldova 1.832144e-02 8.529260e-02 4.688999e-04 4.048626e-04
## Romania 9.027418e-03 3.466580e-02 2.706567e-02 9.319907e-04
## Russia 1.938564e-02 1.692849e-02 1.634331e-01 3.380397e-04
## Rwanda 5.437903e-02 3.917612e-05 1.666252e-02 2.839022e-03
## Saudi Arabia 2.248879e-03 4.041341e-02 5.276973e-06 4.986135e-03
## Senegal 6.110457e-02 2.252314e-02 9.861252e-04 1.958123e-02
## Serbia 4.684650e-03 3.610257e-02 7.395184e-02 1.264478e-02
## Singapore 2.231048e-02 2.599836e-03 1.716964e-03 9.197788e-04
## Slovakia 6.520389e-03 4.140290e-04 1.182940e-04 2.648038e-03
## Slovenia 1.359006e-03 1.690215e-02 1.960036e-03 7.176459e-04
## South Africa 1.666939e-01 6.836321e-04 4.017786e-03 4.132582e-03
## Spain 2.773450e-03 1.050922e-02 3.635449e-05 5.033965e-05
## Sri Lanka 4.498895e-02 1.932599e-02 3.305086e-02 1.605060e-01
## Sweden 3.673878e-03 1.048365e-02 4.620787e-05 6.300121e-04
## Switzerland 1.896951e-03 3.377645e-03 2.376324e-03 5.481800e-03
## Tajikistan 4.681844e-02 6.580411e-04 2.330987e-02 6.243237e-02
## Thailand 2.690608e-03 2.756566e-02 5.211242e-03 6.932436e-04
## Togo 3.628980e-02 1.724909e-03 4.465650e-02 3.445531e-02
## Trinidad 1.288339e-02 1.113845e-02 3.549161e-03 7.849901e-02
## Turkey 3.648851e-03 6.672997e-03 2.894054e-03 2.610711e-02
## Tunisia 8.732248e-02 7.191495e-03 1.148907e-01 7.412676e-03
## Uganda 1.487867e-02 5.918883e-03 1.910431e-02 9.857162e-03
## Ukraine 5.745304e-02 2.029885e-01 9.301175e-04 1.345453e-02
## United Arab Emirates 1.798091e-03 1.256463e-02 5.391989e-04 6.469890e-02
## UK 2.155044e-02 2.738981e-02 7.200188e-04 1.804023e-05
## Tanzania 1.022537e-01 6.610408e-02 1.670083e-02 1.817922e-02
## USA 7.478046e-03 7.762458e-04 2.782079e-03 1.127858e-03
## Uruguay 5.604770e-02 8.850573e-02 2.713517e-02 9.217470e-03
## Uzbekistan 1.640567e-01 1.168775e-04 1.552158e-03 6.005520e-03
## Vietnam 3.092291e-02 5.432848e-03 1.296151e-05 4.185999e-07
## Yemen 7.247044e-02 2.589211e-03 1.859914e-02 2.199336e-02
## Zambia 4.971591e-02 5.304321e-03 2.213187e-02 1.772970e-02
## Zimbabwe 8.131600e-02 8.086582e-04 8.855738e-03 1.364734e-03
## Dim.13 Dim.14 Dim.15 Dim.16
## Albania 7.588174e-02 7.744469e-03 6.042359e-03 1.112136e-02
## Algeria 6.809917e-04 5.567633e-02 2.960921e-02 1.479420e-02
## Angola 1.656092e-03 5.458241e-03 9.580216e-03 3.560471e-03
## Argentina 1.284827e-01 5.315677e-02 7.331833e-02 6.630931e-03
## Armenia 1.927365e-06 6.480354e-03 1.117044e-01 8.322494e-03
## Australia 5.778935e-02 3.154978e-03 1.324901e-02 2.293005e-02
## Austria 4.350726e-05 1.604451e-05 2.708867e-03 1.576742e-04
## Azerbaijan 1.188495e-01 2.196126e-02 2.809711e-02 3.424008e-02
## Bahrain 2.827494e-02 7.089656e-03 1.017339e-02 1.558040e-01
## Bangladesh 1.945034e-04 1.157891e-02 5.222704e-02 5.398602e-03
## Belarus 4.754763e-02 1.412838e-03 7.414884e-03 4.062403e-06
## Belgium 3.460083e-03 7.779009e-04 1.185088e-03 4.473952e-04
## Benin 2.342201e-03 5.030767e-03 3.690248e-03 2.389723e-03
## Bosnia and Herzegovina 1.855527e-03 1.337757e-02 2.603846e-03 3.277115e-04
## Botswana 1.178834e-03 2.831473e-02 2.691198e-03 1.727444e-01
## Brazil 1.735073e-03 4.651951e-02 7.230586e-03 3.257645e-03
## Brunei 6.619658e-02 1.044783e-01 2.605482e-03 2.643467e-03
## Bulgaria 1.534294e-03 1.391408e-02 7.970694e-02 2.871580e-02
## Burkina Faso 4.328846e-03 1.808668e-02 9.965132e-03 2.953214e-02
## Burundi 1.199284e-03 1.007561e-03 1.571117e-03 1.120513e-03
## C.te.d.Ivoire 3.673512e-03 1.341724e-02 3.978587e-04 6.842911e-03
## Cambodia 1.373245e-02 5.723572e-05 4.083593e-03 7.036515e-07
## Cameroon 2.536217e-03 2.312497e-04 4.076876e-03 2.564210e-02
## Canada 1.521467e-02 6.005395e-03 1.198141e-02 3.518854e-04
## Chile 7.259071e-02 2.909244e-02 1.856799e-02 1.788548e-02
## China 2.694935e-02 1.158684e-02 2.044641e-02 4.271126e-03
## Colombia 5.452649e-03 4.582336e-03 2.913702e-02 4.106774e-05
## Costa Rica 4.170715e-02 9.784294e-02 9.481587e-04 8.977612e-03
## Croatia 7.420699e-03 6.423899e-04 3.960941e-03 8.495695e-03
## Cyprus 2.431807e-02 4.613993e-02 5.918587e-04 5.000373e-02
## Czech Republic 1.745698e-02 1.385665e-04 1.224604e-04 2.874234e-03
## Denmark 2.601445e-03 8.328703e-03 7.647201e-03 1.256192e-06
## Dominican Republic 2.765213e-03 6.310618e-03 2.346904e-05 1.042444e-02
## Ecuador 1.040357e-02 2.904058e-02 1.824688e-04 8.536812e-04
## Egypt 1.422555e-02 4.875351e-04 4.221180e-03 1.895294e-02
## El Salvador 2.190591e-03 7.729431e-03 8.946165e-03 1.232520e-02
## Estonia 2.122059e-02 1.184545e-02 1.335933e-02 1.679092e-02
## Ethiopia 1.020044e-02 2.342365e-02 1.829983e-02 4.127978e-02
## Finland 2.033719e-03 2.643752e-03 4.785022e-03 1.720907e-03
## France 8.644018e-05 4.337539e-03 7.647921e-03 1.296556e-02
## Georgia 6.543980e-02 4.256782e-03 2.007828e-02 7.153389e-03
## Germany 8.656558e-03 7.009838e-03 2.293516e-04 1.707541e-04
## Ghana 2.855604e-02 1.717430e-02 2.692461e-02 2.689072e-04
## Greece 1.989582e-03 6.317701e-03 6.034155e-04 3.038254e-03
## Guatemala 6.510704e-04 1.169323e-03 3.012598e-02 9.522360e-05
## Guinea 5.448046e-03 7.264191e-03 1.060615e-02 1.522906e-02
## Honduras 2.327310e-03 1.636559e-03 7.112478e-03 2.181311e-02
## Hong.Kong 4.437158e-02 6.342674e-03 1.514672e-02 5.589963e-04
## Hungary 1.025036e-02 3.929065e-03 4.272653e-02 1.009995e-03
## Iceland 9.458111e-03 2.192787e-03 2.110817e-02 3.277487e-05
## India 3.796508e-04 1.088762e-03 1.735854e-02 1.633550e-05
## Indonesia 2.499643e-02 7.370236e-02 1.477219e-02 2.782670e-03
## Iran 1.429210e-04 3.277874e-02 4.195651e-02 9.161918e-03
## Iraq 9.192595e-03 3.914714e-04 4.561721e-03 4.860379e-04
## Ireland 7.115183e-05 6.543220e-03 1.357146e-02 1.393651e-02
## Israel 1.914531e-03 3.793973e-03 1.713756e-02 8.523573e-04
## Italy 9.746281e-04 1.016099e-02 5.705375e-03 1.056294e-04
## Jamaica 6.451243e-02 2.444778e-02 3.127674e-02 3.254203e-02
## Japan 2.066734e-02 2.761806e-02 1.630986e-03 1.034131e-03
## Jordan 1.320472e-05 1.461413e-02 2.540153e-02 4.759003e-02
## Kazakhstan 8.115415e-02 3.448488e-02 1.340852e-02 1.991715e-02
## Kenya 1.854698e-03 1.008054e-01 4.410072e-02 2.017521e-02
## Kuwait 7.351412e-03 1.049723e-02 5.943302e-02 1.879800e-02
## Kyrgyzstan 6.556837e-02 5.675021e-03 1.531408e-06 1.402085e-02
## Laos 1.190807e-02 4.271400e-02 1.454786e-02 7.460705e-03
## Latvia 3.614795e-02 5.115695e-02 1.019115e-02 3.043183e-02
## Lithuania 1.390354e-02 4.475048e-02 3.705119e-02 5.189082e-02
## Luxembourg 5.947229e-04 2.107544e-02 9.850741e-03 1.714004e-03
## Madagascar 1.155343e-04 9.384268e-03 5.704972e-04 2.967123e-04
## Malaysia 1.289775e-04 5.391968e-05 3.147264e-02 2.474857e-02
## Mali 4.421978e-03 2.259378e-02 2.612985e-04 1.002527e-02
## Malta 2.894362e-02 2.345181e-03 3.935908e-04 7.130328e-03
## Mauritania 1.243214e-03 8.695872e-02 2.300376e-03 3.749223e-03
## Mauritius 1.210404e-02 3.504428e-02 2.309353e-02 6.756400e-02
## Mexico 2.469838e-03 8.661219e-04 2.157219e-03 7.430583e-02
## Mongolia 1.440192e-03 1.050028e-01 4.544781e-02 1.972962e-02
## Montenegro 1.407905e-03 2.769037e-02 4.154777e-03 4.769000e-02
## Morocco 1.535164e-02 3.851234e-02 3.933496e-02 2.683236e-02
## Mozambique 1.643899e-02 5.844299e-04 4.348995e-02 3.678845e-03
## Myanmar 2.227183e-02 8.105175e-03 2.946615e-02 4.268383e-04
## Namibia 2.093825e-03 2.835403e-02 4.344824e-02 5.847946e-02
## Nepal 2.903621e-02 9.663665e-03 1.391403e-02 3.086745e-03
## Netherlands 1.103245e-04 2.898420e-03 5.404801e-03 5.129946e-03
## New Zealand 8.428616e-03 4.382031e-02 1.794145e-02 3.780387e-03
## Nicaragua 3.052227e-03 1.991602e-03 4.282215e-03 1.604144e-02
## Niger 6.475737e-03 1.664203e-02 5.879915e-03 8.606985e-06
## Nigeria 3.964605e-04 3.517153e-03 1.304666e-02 1.631358e-02
## North Macedonia 3.561983e-02 5.863536e-03 1.533389e-02 2.125651e-03
## Norway 2.622888e-02 1.503436e-04 1.578168e-03 9.849918e-04
## Oman 4.153516e-03 5.297545e-02 4.692550e-02 1.471602e-02
## Pakistan 2.115760e-02 2.062729e-02 7.488662e-04 2.774355e-02
## Panama 6.693380e-03 1.917249e-02 1.888567e-02 9.759844e-02
## Paraguay 1.850544e-02 8.743713e-03 5.097645e-02 3.945121e-03
## Peru 6.000373e-03 1.228061e-03 1.702717e-03 8.843645e-02
## Philippines 1.700605e-03 1.661515e-02 3.027521e-04 1.200877e-02
## Poland 7.619888e-04 2.413439e-03 6.383697e-03 2.712824e-02
## Portugal 1.649981e-02 9.051657e-05 1.948278e-02 1.240682e-02
## Qatar 1.900845e-02 2.281699e-03 1.295367e-03 4.866766e-02
## South Korea 2.877676e-03 2.920563e-03 8.387727e-05 6.762085e-04
## Moldova 7.775916e-02 4.363202e-03 7.584398e-03 3.150870e-03
## Romania 3.244555e-02 9.035825e-02 7.686054e-02 1.549207e-02
## Russia 1.395949e-02 3.667628e-02 3.130431e-06 1.084155e-01
## Rwanda 1.187712e-05 8.894205e-03 4.888203e-04 3.085176e-04
## Saudi Arabia 2.452366e-03 2.643067e-02 1.926935e-02 1.617472e-02
## Senegal 5.003440e-03 2.548622e-02 6.084637e-03 3.511314e-02
## Serbia 5.340865e-02 8.819233e-03 2.700856e-02 6.734435e-02
## Singapore 6.940080e-02 5.215222e-05 1.478972e-02 7.341637e-03
## Slovakia 1.646650e-02 1.831317e-03 2.624082e-03 3.632843e-04
## Slovenia 5.608270e-03 7.564065e-03 7.283409e-04 1.849427e-03
## South Africa 2.917131e-02 2.416175e-01 2.385203e-02 1.154999e-02
## Spain 1.872140e-02 1.425919e-02 2.060026e-02 4.014088e-03
## Sri Lanka 1.746883e-04 1.452794e-03 1.989053e-03 5.027589e-03
## Sweden 2.653631e-04 2.816168e-03 8.132732e-04 4.838147e-04
## Switzerland 7.681712e-04 5.868634e-03 8.537205e-03 1.080582e-03
## Tajikistan 5.083832e-02 1.094091e-02 5.542476e-03 5.155080e-04
## Thailand 3.275447e-03 1.875047e-04 1.877116e-02 1.764219e-04
## Togo 5.809579e-03 1.661786e-03 4.446216e-03 3.796887e-02
## Trinidad 5.069272e-03 3.044935e-02 8.063792e-02 2.433881e-03
## Turkey 2.570500e-02 1.096153e-02 5.448560e-04 1.610836e-03
## Tunisia 2.595518e-02 5.117284e-02 1.179044e-01 6.033355e-02
## Uganda 5.689715e-03 6.831205e-03 1.987209e-04 4.599323e-02
## Ukraine 7.867932e-02 2.221511e-02 9.726212e-02 6.568298e-02
## United Arab Emirates 1.061255e-02 4.810476e-03 2.151095e-04 5.310042e-03
## UK 8.016745e-04 3.367794e-03 7.926715e-05 7.643833e-03
## Tanzania 1.270808e-02 2.447529e-02 1.602679e-03 9.037983e-04
## USA 4.870845e-03 1.438741e-04 2.729114e-02 4.487313e-04
## Uruguay 8.363930e-02 1.328941e-02 1.027038e-02 4.683027e-02
## Uzbekistan 1.704132e-01 2.979575e-03 2.282552e-02 3.427185e-02
## Vietnam 3.099783e-02 1.836733e-03 3.691796e-05 2.717533e-03
## Yemen 2.493098e-03 4.048147e-05 1.437026e-03 3.016622e-04
## Zambia 3.647068e-03 9.643088e-03 8.899664e-04 1.361329e-03
## Zimbabwe 9.776556e-03 3.587585e-03 4.062718e-03 1.504412e-03
## Dim.17 Dim.18 Dim.19 Dim.20
## Albania 5.960737e-02 1.418128e-02 7.135331e-03 1.506230e-03
## Algeria 3.702832e-03 4.572687e-04 5.421476e-04 6.875623e-02
## Angola 1.109344e-02 2.538114e-03 1.449154e-02 3.335911e-03
## Argentina 1.691709e-02 1.752249e-03 2.000947e-06 4.559808e-03
## Armenia 1.416941e-02 1.978752e-02 1.415570e-01 6.473847e-03
## Australia 2.481040e-04 5.613768e-03 7.866908e-04 7.800632e-03
## Austria 1.770599e-02 3.710545e-03 6.594673e-03 1.001317e-03
## Azerbaijan 1.286740e-04 5.332107e-02 9.910989e-04 5.752447e-03
## Bahrain 8.006894e-03 3.618814e-02 3.410691e-02 3.159089e-02
## Bangladesh 5.594816e-03 1.722890e-03 5.184881e-02 2.690637e-02
## Belarus 1.062103e-05 1.038573e-02 6.098444e-02 2.624475e-07
## Belgium 3.584051e-03 7.021049e-04 2.850972e-04 7.291769e-04
## Benin 2.081258e-02 1.100060e-02 2.391311e-05 9.122462e-03
## Bosnia and Herzegovina 5.386560e-03 2.325763e-03 1.446451e-02 2.640632e-03
## Botswana 1.280479e-02 8.700785e-03 1.028711e-02 2.926520e-03
## Brazil 2.937647e-02 2.430190e-02 4.574983e-03 1.614377e-02
## Brunei 1.108239e-03 1.361908e-02 4.105073e-03 3.932245e-02
## Bulgaria 7.850240e-03 1.819381e-02 1.066400e-03 5.234242e-04
## Burkina Faso 4.033700e-02 1.527900e-04 2.980125e-03 2.907880e-03
## Burundi 2.611664e-05 3.963166e-03 3.149582e-02 3.181196e-04
## C.te.d.Ivoire 1.014742e-02 4.972371e-03 1.113837e-03 5.787947e-03
## Cambodia 2.613471e-02 2.148270e-02 2.946480e-02 3.432784e-04
## Cameroon 2.560404e-05 2.212250e-03 1.845847e-03 3.005531e-04
## Canada 4.668787e-03 1.863976e-04 1.179141e-02 4.659265e-04
## Chile 5.886742e-03 9.821142e-03 1.448657e-02 1.619626e-02
## China 2.161717e-03 4.300376e-03 2.985042e-04 1.429923e-04
## Colombia 1.258025e-04 3.938948e-03 2.874610e-02 6.151175e-02
## Costa Rica 7.292993e-04 4.308603e-03 8.211402e-03 1.418343e-01
## Croatia 6.821882e-02 9.884463e-03 3.224929e-03 1.372865e-02
## Cyprus 1.053736e-02 1.320897e-02 7.225190e-04 1.222985e-04
## Czech Republic 5.071892e-03 5.912218e-03 2.344983e-02 2.559372e-03
## Denmark 1.217205e-03 3.824938e-03 2.647798e-04 6.707587e-03
## Dominican Republic 5.383669e-03 3.524070e-05 5.836946e-02 2.865860e-02
## Ecuador 3.496089e-02 1.927820e-02 5.375875e-03 3.256985e-03
## Egypt 2.002959e-03 5.763254e-02 1.367170e-02 2.304917e-02
## El Salvador 5.252404e-03 1.947449e-02 3.804671e-05 1.228584e-02
## Estonia 2.215391e-03 4.662426e-03 3.122676e-04 7.424865e-03
## Ethiopia 1.436063e-02 2.197993e-02 2.303169e-02 1.209591e-02
## Finland 3.750404e-03 4.665456e-03 2.401306e-05 7.169374e-05
## France 3.067156e-03 2.126238e-05 1.544573e-03 2.021362e-03
## Georgia 7.083116e-02 4.449260e-04 1.263256e-02 2.433217e-03
## Germany 1.639183e-02 4.303621e-03 4.322838e-03 3.531071e-03
## Ghana 7.330489e-02 3.612031e-02 1.496032e-03 3.318842e-02
## Greece 4.364841e-04 9.745396e-03 3.294425e-03 3.663482e-03
## Guatemala 4.670632e-03 5.906214e-06 1.277874e-03 4.527868e-04
## Guinea 1.498574e-03 5.761839e-03 2.916130e-03 1.169478e-03
## Honduras 7.720941e-03 4.857494e-02 1.536708e-02 4.620128e-05
## Hong.Kong 2.679226e-02 1.573197e-03 6.906803e-05 1.244290e-03
## Hungary 1.102350e-02 2.201945e-02 1.956193e-02 6.576245e-03
## Iceland 4.780117e-02 1.859135e-02 1.204223e-05 1.019722e-02
## India 2.267814e-02 1.139878e-02 2.728430e-02 1.639299e-02
## Indonesia 1.390795e-04 7.796608e-04 7.123123e-04 6.919173e-03
## Iran 2.180883e-03 1.934019e-03 4.577999e-02 1.150852e-03
## Iraq 9.684175e-03 3.726898e-03 1.745339e-03 7.064184e-03
## Ireland 5.562993e-02 3.514141e-02 3.929021e-03 3.563336e-02
## Israel 7.840157e-05 9.877489e-03 6.264342e-03 4.711592e-03
## Italy 1.742716e-02 2.376867e-03 4.168158e-03 2.251088e-04
## Jamaica 1.685498e-02 3.115576e-04 1.524270e-05 2.293712e-02
## Japan 1.860852e-03 7.382107e-03 1.907145e-02 2.388508e-02
## Jordan 4.575888e-02 5.917887e-02 1.901753e-02 3.020399e-02
## Kazakhstan 1.443137e-03 3.988561e-02 4.833809e-02 3.211090e-03
## Kenya 2.786431e-02 2.279920e-02 2.584178e-02 1.340846e-02
## Kuwait 6.462969e-03 2.064363e-01 6.438140e-04 2.876261e-02
## Kyrgyzstan 1.042024e-02 5.962382e-03 1.335021e-02 5.322977e-02
## Laos 4.993348e-03 4.975394e-03 2.245900e-02 2.126117e-02
## Latvia 2.237391e-03 2.978246e-02 1.026306e-04 1.113893e-02
## Lithuania 7.505926e-03 6.895843e-02 2.809854e-02 3.381351e-02
## Luxembourg 2.011822e-03 1.682402e-02 9.876296e-04 1.627780e-02
## Madagascar 2.819241e-02 1.599519e-02 1.726927e-04 1.246368e-03
## Malaysia 2.397732e-03 4.457942e-05 7.827872e-03 9.004798e-06
## Mali 7.770989e-03 3.303692e-03 9.591724e-04 7.033014e-05
## Malta 4.589603e-02 3.123550e-04 7.027207e-03 6.557567e-04
## Mauritania 1.432793e-02 1.344769e-03 8.617547e-03 1.745620e-02
## Mauritius 2.691686e-03 1.513453e-02 3.292851e-03 4.018856e-02
## Mexico 2.791183e-02 5.544508e-04 1.662008e-02 4.649857e-03
## Mongolia 1.061171e-04 7.212204e-03 2.004204e-02 3.575066e-03
## Montenegro 2.979639e-02 9.441102e-02 1.854195e-02 1.068126e-02
## Morocco 2.371939e-02 3.265659e-04 2.664904e-02 9.216658e-03
## Mozambique 3.203184e-02 1.291926e-02 7.908185e-03 1.044182e-02
## Myanmar 4.547181e-03 1.728089e-03 1.944061e-04 6.932856e-05
## Namibia 5.397484e-04 1.284059e-03 4.494655e-02 5.190293e-02
## Nepal 3.908244e-03 6.266129e-02 5.843843e-03 6.959285e-03
## Netherlands 9.907057e-04 1.161985e-03 2.853694e-04 1.054540e-04
## New Zealand 3.319617e-03 9.612638e-03 1.907755e-03 3.599569e-03
## Nicaragua 2.486771e-03 4.711976e-02 4.534479e-03 3.692772e-03
## Niger 1.574287e-02 1.342858e-03 1.648718e-04 3.797656e-04
## Nigeria 4.298935e-03 6.072782e-04 2.058615e-02 2.162894e-03
## North Macedonia 1.265113e-03 6.436339e-06 1.441863e-03 1.235061e-03
## Norway 2.872144e-04 7.584010e-03 7.224344e-04 4.244311e-03
## Oman 8.550411e-03 2.845524e-03 2.533574e-03 6.089475e-03
## Pakistan 1.331614e-02 1.660069e-02 3.269688e-05 2.158879e-03
## Panama 1.688342e-02 8.884401e-02 3.002397e-02 2.957015e-02
## Paraguay 5.669379e-02 1.769143e-03 7.199377e-02 3.967144e-03
## Peru 6.707081e-02 1.390868e-02 8.675380e-03 4.362149e-03
## Philippines 1.747454e-03 1.846134e-04 9.132090e-02 1.110306e-02
## Poland 1.917622e-02 7.436053e-03 6.821052e-03 1.898673e-02
## Portugal 7.020426e-03 1.979616e-03 7.397746e-04 1.192783e-04
## Qatar 4.741204e-02 4.815641e-03 4.827186e-04 6.956057e-02
## South Korea 5.949620e-03 8.984229e-04 1.382688e-02 3.042296e-04
## Moldova 6.638573e-02 9.553201e-03 4.419115e-05 3.023291e-02
## Romania 9.286681e-02 3.052043e-02 4.030974e-03 1.327149e-02
## Russia 1.066166e-04 5.837008e-02 4.034820e-06 7.191306e-03
## Rwanda 5.744969e-04 2.403236e-02 3.477199e-03 1.392576e-02
## Saudi Arabia 2.696303e-03 2.671063e-02 8.219744e-02 2.450017e-03
## Senegal 5.490305e-03 8.239462e-03 1.650837e-02 8.315667e-05
## Serbia 2.057791e-04 3.066730e-02 1.819732e-02 1.462594e-02
## Singapore 7.907838e-04 2.862024e-05 3.479443e-04 4.478537e-03
## Slovakia 1.936607e-03 4.940500e-03 9.692521e-03 6.557972e-03
## Slovenia 4.005496e-03 1.751640e-03 1.286764e-02 2.865129e-02
## South Africa 1.483235e-04 7.101192e-03 1.162405e-02 5.094337e-06
## Spain 3.635716e-02 2.931252e-03 2.643344e-02 3.079491e-03
## Sri Lanka 1.329873e-02 3.191229e-02 3.199680e-02 3.927559e-02
## Sweden 5.169711e-03 2.092312e-03 4.864500e-03 4.497321e-03
## Switzerland 1.176365e-02 7.960711e-04 1.530748e-02 2.038422e-03
## Tajikistan 3.867875e-02 1.655305e-02 1.700774e-02 3.546065e-02
## Thailand 1.796056e-02 1.859962e-03 2.133822e-03 1.376622e-02
## Togo 2.085004e-03 2.764623e-02 1.159198e-02 2.716620e-02
## Trinidad 2.858251e-02 4.931503e-02 2.646175e-02 4.112568e-05
## Turkey 1.860721e-06 1.684705e-03 3.401334e-02 1.953347e-03
## Tunisia 3.492128e-03 7.990293e-03 3.902774e-02 6.958062e-04
## Uganda 3.424070e-07 1.266851e-02 6.289800e-04 3.751731e-02
## Ukraine 6.789237e-02 1.174750e-02 9.489347e-03 5.352601e-03
## United Arab Emirates 4.546246e-04 1.446820e-04 2.206305e-03 3.177891e-02
## UK 1.370879e-06 1.997188e-02 1.519706e-03 3.643067e-03
## Tanzania 3.530559e-05 2.299997e-04 2.078050e-04 2.069731e-03
## USA 8.851575e-03 5.392943e-03 2.053779e-03 8.990804e-07
## Uruguay 3.055206e-03 2.244162e-03 3.017356e-02 8.382144e-02
## Uzbekistan 4.539186e-03 2.440389e-03 5.908535e-06 3.045236e-02
## Vietnam 3.152053e-04 2.770241e-03 1.838805e-02 1.344482e-02
## Yemen 1.178345e-02 2.708915e-04 1.459593e-02 1.046743e-02
## Zambia 1.379294e-02 2.079089e-04 1.429212e-03 2.081428e-02
## Zimbabwe 3.188070e-03 3.585292e-02 3.161708e-02 2.254169e-02
## Dim.21 Dim.22 Dim.23 Dim.24
## Albania 4.995916e-04 1.717850e-04 2.154693e-02 9.877199e-03
## Algeria 2.164914e-03 9.907555e-04 1.117602e-02 2.895110e-02
## Angola 1.370448e-02 5.613844e-03 1.358466e-03 1.919156e-02
## Argentina 2.470045e-02 7.435520e-03 6.530795e-03 2.326921e-06
## Armenia 4.133958e-02 1.920207e-02 7.528703e-04 8.756350e-03
## Australia 8.947672e-04 1.581586e-05 1.040035e-01 2.384242e-02
## Austria 3.239144e-02 6.568213e-03 3.575051e-04 7.285346e-03
## Azerbaijan 1.929406e-03 4.755718e-03 9.884177e-03 9.657293e-03
## Bahrain 2.556933e-02 4.115185e-02 7.435580e-03 4.772625e-03
## Bangladesh 2.448371e-03 3.528445e-02 4.348071e-03 5.264954e-05
## Belarus 1.616854e-03 2.571951e-03 1.569078e-02 8.688144e-04
## Belgium 4.670437e-04 3.769410e-04 5.772693e-03 8.818309e-03
## Benin 7.416939e-04 2.823044e-03 5.262929e-05 2.257237e-04
## Bosnia and Herzegovina 3.883935e-03 1.026727e-03 1.306118e-04 1.048536e-02
## Botswana 9.598805e-02 4.138076e-04 1.278455e-04 4.507274e-02
## Brazil 7.452425e-02 2.934037e-02 7.159511e-03 4.372511e-02
## Brunei 8.280405e-05 7.902953e-03 1.047467e-03 4.719163e-03
## Bulgaria 2.583732e-03 8.516877e-04 8.310365e-03 3.975336e-03
## Burkina Faso 3.000142e-04 9.201743e-03 1.344217e-05 3.388792e-03
## Burundi 5.691702e-03 5.641210e-04 6.887052e-06 2.649728e-03
## C.te.d.Ivoire 8.585822e-04 2.932594e-02 9.574317e-03 4.004770e-04
## Cambodia 5.139495e-02 1.314600e-03 3.322264e-03 3.862092e-04
## Cameroon 6.170385e-03 3.121127e-02 1.316063e-02 6.690700e-03
## Canada 1.968736e-03 3.194697e-02 4.446628e-03 4.311180e-05
## Chile 3.869060e-02 5.559578e-04 5.859540e-03 8.905559e-04
## China 1.499576e-04 8.609174e-03 2.039081e-05 4.942129e-03
## Colombia 5.342128e-03 1.731912e-03 1.782345e-02 7.333518e-02
## Costa Rica 1.219550e-02 6.194398e-06 1.302740e-02 1.791607e-02
## Croatia 2.141696e-03 3.926344e-02 6.788582e-04 2.154433e-03
## Cyprus 5.693349e-03 3.227324e-03 3.221400e-02 4.436223e-03
## Czech Republic 2.052319e-03 5.552768e-04 3.069635e-06 5.227243e-03
## Denmark 1.787540e-05 1.019613e-03 2.255495e-03 1.249130e-05
## Dominican Republic 2.045629e-02 7.571231e-02 4.330093e-03 1.028877e-04
## Ecuador 1.901643e-02 7.215228e-03 7.099077e-04 1.007734e-01
## Egypt 2.352150e-02 1.600806e-02 4.940792e-03 5.855535e-03
## El Salvador 2.930625e-03 9.954443e-03 1.146260e-02 1.103222e-02
## Estonia 1.076712e-02 2.459196e-04 6.115657e-04 1.027698e-03
## Ethiopia 1.827710e-03 2.183529e-04 1.501951e-05 6.161657e-03
## Finland 1.346019e-03 6.362084e-03 4.230393e-05 1.708375e-03
## France 8.861281e-03 3.937362e-03 1.072031e-03 4.188703e-03
## Georgia 1.051283e-02 3.870826e-03 1.200657e-03 9.669697e-03
## Germany 7.430724e-05 9.215923e-04 1.848773e-02 7.552084e-03
## Ghana 1.704765e-02 5.959565e-03 2.777692e-03 4.774274e-02
## Greece 7.121308e-05 4.027987e-02 9.783712e-03 1.063336e-02
## Guatemala 5.361090e-04 2.924126e-03 3.397289e-04 7.549906e-03
## Guinea 5.968273e-03 5.057572e-04 8.096391e-04 1.695370e-03
## Honduras 1.149409e-03 3.194609e-03 2.061288e-03 5.631173e-03
## Hong.Kong 1.713900e-03 6.504777e-03 4.236893e-03 3.446032e-03
## Hungary 3.578605e-04 2.917622e-02 4.549470e-05 9.448934e-03
## Iceland 8.568134e-04 9.788991e-04 4.998350e-03 3.650203e-02
## India 1.083302e-02 2.441127e-03 1.314169e-02 2.069109e-02
## Indonesia 2.229842e-02 2.226643e-03 2.309950e-02 1.977657e-02
## Iran 5.648727e-05 7.751433e-02 7.048649e-02 8.748186e-03
## Iraq 5.580585e-03 6.809900e-03 3.383014e-03 9.504016e-04
## Ireland 4.196937e-03 7.896608e-03 1.635719e-03 2.179934e-02
## Israel 1.215511e-02 5.126825e-04 1.772794e-02 6.932398e-04
## Italy 1.435892e-02 5.357000e-02 2.768743e-03 1.645543e-03
## Jamaica 1.126494e-03 1.610856e-03 5.165596e-02 4.353649e-03
## Japan 2.879958e-02 2.238889e-04 2.254047e-03 5.622648e-03
## Jordan 4.010530e-02 4.912462e-02 1.399998e-04 1.721144e-03
## Kazakhstan 1.559272e-02 1.781341e-02 2.248930e-05 7.063806e-04
## Kenya 2.421421e-06 1.946918e-02 3.017609e-05 2.473946e-03
## Kuwait 1.088888e-03 1.089642e-04 7.569527e-03 1.022567e-04
## Kyrgyzstan 4.961182e-06 2.354497e-04 2.379122e-04 3.256440e-02
## Laos 6.429121e-03 6.490748e-03 4.381250e-02 7.359505e-05
## Latvia 3.614950e-02 9.654279e-03 1.663437e-02 6.285052e-05
## Lithuania 9.557548e-04 4.170521e-03 8.107655e-04 7.939952e-04
## Luxembourg 9.033007e-03 6.030979e-04 7.604225e-03 1.968414e-04
## Madagascar 4.993823e-04 1.390302e-02 8.971291e-04 1.297666e-02
## Malaysia 5.074556e-03 2.579283e-02 4.853804e-03 6.227848e-03
## Mali 1.387055e-04 9.538487e-03 3.523517e-03 2.993542e-03
## Malta 1.921269e-02 1.224014e-03 9.834361e-03 1.075749e-02
## Mauritania 4.131756e-03 7.509479e-03 6.106770e-03 1.127117e-04
## Mauritius 5.719300e-02 8.800482e-05 7.147600e-03 2.668977e-03
## Mexico 5.523430e-03 1.619644e-02 1.679542e-02 2.949047e-02
## Mongolia 2.542950e-03 1.081986e-02 1.004316e-05 1.346283e-03
## Montenegro 2.714427e-02 3.149714e-02 1.502514e-03 8.777118e-03
## Morocco 4.724917e-02 1.656803e-03 2.737083e-02 1.155554e-02
## Mozambique 1.924027e-05 2.813923e-02 3.991527e-02 2.372740e-06
## Myanmar 8.918691e-03 9.785279e-03 1.431568e-02 2.108564e-02
## Namibia 1.183300e-02 2.127338e-02 1.684635e-02 5.639841e-06
## Nepal 2.349546e-04 6.602869e-04 2.889923e-04 7.430154e-05
## Netherlands 6.678118e-06 6.213863e-04 1.605196e-02 2.501226e-02
## New Zealand 3.132811e-03 8.694973e-06 3.886134e-02 4.846625e-03
## Nicaragua 1.825473e-03 5.722814e-03 1.083266e-02 9.917175e-03
## Niger 2.815069e-02 2.099243e-03 1.075543e-04 1.923272e-03
## Nigeria 8.336683e-04 2.225322e-02 2.946335e-02 4.201973e-04
## North Macedonia 2.576474e-02 9.408034e-03 7.908389e-03 3.224491e-03
## Norway 7.409137e-04 1.298236e-03 3.067766e-03 6.175205e-03
## Oman 5.645762e-03 1.665177e-03 9.389523e-02 3.074082e-03
## Pakistan 9.342033e-03 2.531754e-04 1.139883e-03 8.057082e-03
## Panama 5.279035e-02 5.309379e-03 3.945486e-03 5.449460e-02
## Paraguay 1.071003e-02 3.265576e-09 8.381753e-03 5.185497e-02
## Peru 3.475833e-02 2.582178e-03 2.821996e-04 5.707909e-02
## Philippines 2.357860e-02 2.425245e-02 6.436429e-04 3.071039e-03
## Poland 9.992763e-04 2.965065e-02 6.044812e-03 1.588093e-02
## Portugal 2.555182e-03 5.133779e-04 9.747034e-07 3.867659e-03
## Qatar 2.975014e-03 9.107810e-02 5.846204e-05 8.298098e-04
## South Korea 1.648884e-06 1.952557e-03 1.045522e-03 5.050359e-03
## Moldova 5.137267e-03 1.820964e-03 5.265773e-03 1.431973e-03
## Romania 7.767935e-03 1.313941e-03 4.365929e-02 2.734206e-02
## Russia 9.541855e-02 9.384517e-03 8.642852e-05 3.769660e-02
## Rwanda 2.852228e-02 4.763551e-02 1.954871e-03 3.174097e-02
## Saudi Arabia 1.326105e-02 5.864743e-03 1.358186e-03 9.506792e-03
## Senegal 4.748008e-03 2.347484e-02 7.396393e-03 9.411568e-07
## Serbia 1.862480e-02 9.047294e-03 1.135514e-03 3.063211e-02
## Singapore 6.609900e-03 2.053553e-05 4.090955e-05 7.684917e-03
## Slovakia 1.189148e-04 1.038102e-05 8.800130e-04 3.033834e-03
## Slovenia 1.712405e-03 3.903328e-06 1.999947e-03 1.934964e-03
## South Africa 1.020114e-01 1.724797e-02 7.341954e-02 1.632528e-02
## Spain 7.364552e-03 3.695543e-02 1.939358e-04 5.104213e-03
## Sri Lanka 1.886578e-04 2.360557e-04 4.772778e-03 4.294978e-02
## Sweden 2.049483e-03 3.879655e-03 1.069392e-02 2.612590e-04
## Switzerland 4.066925e-03 2.168876e-02 9.724026e-04 1.307496e-03
## Tajikistan 7.341342e-04 5.165431e-04 4.666611e-03 1.197415e-03
## Thailand 5.432234e-04 1.841087e-02 2.407773e-03 6.100574e-03
## Togo 5.689037e-04 8.370894e-03 1.069095e-03 5.387478e-03
## Trinidad 6.217633e-02 1.384335e-02 9.246971e-07 3.649413e-04
## Turkey 7.049363e-03 2.772528e-02 1.788928e-03 3.029662e-02
## Tunisia 2.003586e-03 5.013310e-05 2.754126e-03 8.843299e-03
## Uganda 1.392194e-03 6.522252e-03 2.111373e-03 8.272045e-03
## Ukraine 3.980313e-05 1.821542e-03 2.300453e-03 4.550854e-03
## United Arab Emirates 1.385792e-01 1.434213e-03 4.132272e-04 2.596613e-02
## UK 4.781704e-04 3.244100e-05 1.140123e-02 1.501585e-03
## Tanzania 5.601887e-03 1.629670e-02 4.836289e-04 3.274675e-03
## USA 6.164900e-04 7.640771e-04 8.580764e-04 4.739784e-03
## Uruguay 1.316544e-03 1.065375e-04 8.191733e-03 2.312845e-02
## Uzbekistan 1.187819e-04 1.334873e-02 1.632786e-03 1.627939e-02
## Vietnam 4.540607e-04 3.117926e-02 1.917164e-03 4.595172e-03
## Yemen 1.827921e-03 1.287781e-02 9.812242e-03 9.605816e-03
## Zambia 2.243168e-02 7.365239e-03 2.827753e-02 2.704908e-03
## Zimbabwe 4.909614e-04 5.173030e-03 5.442099e-03 5.587248e-04
## Dim.25 Dim.26 Dim.27 Dim.28
## Albania 4.752370e-02 1.605018e-02 6.866558e-03 8.912245e-03
## Algeria 3.181055e-02 5.928861e-04 8.375102e-03 6.541520e-03
## Angola 3.176636e-04 2.351351e-02 1.129016e-03 2.600616e-03
## Argentina 5.863006e-03 1.999683e-04 2.613551e-04 4.931615e-03
## Armenia 1.732022e-04 1.817706e-02 1.212002e-02 5.502390e-03
## Australia 1.488683e-02 3.748389e-03 5.590695e-04 2.194996e-04
## Austria 4.836429e-04 2.708694e-04 7.521036e-05 2.003342e-04
## Azerbaijan 2.300696e-02 2.571638e-02 3.257649e-02 1.083014e-02
## Bahrain 2.489425e-02 2.871769e-02 8.532988e-03 1.089476e-03
## Bangladesh 1.023959e-03 3.666340e-03 4.209691e-04 1.635066e-02
## Belarus 2.030532e-04 1.334192e-03 1.354542e-02 8.642271e-04
## Belgium 1.253242e-04 6.026731e-03 1.095166e-03 5.202488e-04
## Benin 7.308895e-03 5.500416e-04 1.391978e-02 7.719724e-03
## Bosnia and Herzegovina 1.797988e-04 1.722930e-02 1.332945e-02 2.216423e-02
## Botswana 6.938001e-02 4.432703e-03 2.896689e-03 1.207249e-03
## Brazil 4.278575e-02 1.130380e-03 3.575835e-03 4.799054e-07
## Brunei 3.896368e-03 6.683720e-04 2.124532e-02 1.740447e-04
## Bulgaria 7.643760e-02 3.548275e-04 1.165756e-03 1.001257e-02
## Burkina Faso 1.031830e-04 8.291170e-03 5.284875e-08 6.949360e-03
## Burundi 1.210547e-03 2.245439e-04 3.048733e-03 1.325048e-03
## C.te.d.Ivoire 2.999846e-03 5.309251e-05 3.818642e-03 7.215743e-04
## Cambodia 3.775384e-03 9.979356e-03 6.231639e-03 2.074918e-03
## Cameroon 7.743275e-05 5.403102e-04 3.079223e-04 1.951724e-04
## Canada 1.236920e-03 4.653961e-03 4.257178e-03 6.030722e-03
## Chile 2.992067e-04 1.867310e-02 3.429417e-03 3.127439e-02
## China 5.613041e-04 1.240972e-02 3.131094e-04 7.568186e-06
## Colombia 6.023369e-02 2.225009e-02 8.404560e-02 6.443542e-02
## Costa Rica 1.011588e-02 2.030771e-02 2.995634e-02 2.315030e-02
## Croatia 1.714464e-03 2.160643e-03 5.530003e-03 5.585378e-04
## Cyprus 2.093658e-03 1.604077e-03 6.742426e-03 4.653344e-03
## Czech Republic 1.355707e-02 1.352767e-03 4.847551e-02 1.450744e-07
## Denmark 2.477976e-02 2.438071e-04 2.888662e-03 1.009552e-02
## Dominican Republic 2.904356e-02 1.163657e-03 1.458048e-03 2.679607e-03
## Ecuador 3.266462e-03 1.434898e-02 2.617368e-03 9.832907e-07
## Egypt 4.989281e-05 2.561688e-03 1.147294e-03 4.012299e-03
## El Salvador 1.506934e-03 3.011228e-02 9.018521e-03 4.405913e-03
## Estonia 4.592509e-03 7.286344e-04 2.318448e-03 4.087546e-06
## Ethiopia 2.707633e-03 3.938489e-02 7.142278e-03 7.771270e-03
## Finland 9.281511e-03 1.344512e-04 1.224183e-04 1.127970e-03
## France 7.647851e-03 6.860895e-03 1.660222e-04 2.890963e-03
## Georgia 9.324293e-04 1.046976e-03 2.117447e-04 2.300739e-03
## Germany 3.241360e-04 1.662867e-02 4.031065e-04 6.068412e-04
## Ghana 1.064919e-03 3.274386e-02 2.731453e-03 1.627412e-02
## Greece 1.530786e-02 1.012809e-02 5.402914e-04 2.690390e-04
## Guatemala 1.030803e-06 2.473009e-02 7.559299e-03 3.685464e-02
## Guinea 5.765138e-04 4.821839e-04 5.001551e-05 6.497004e-03
## Honduras 2.456817e-04 5.454234e-03 6.512906e-05 6.986461e-03
## Hong.Kong 9.007389e-03 2.755994e-04 2.784271e-03 1.570121e-03
## Hungary 5.244052e-02 6.051018e-05 6.020077e-03 4.094169e-03
## Iceland 2.516537e-03 2.397067e-02 6.279147e-03 3.615448e-04
## India 1.504038e-02 4.168205e-03 3.624809e-02 5.196191e-07
## Indonesia 1.220199e-03 4.302767e-05 6.307262e-03 1.851905e-02
## Iran 1.204484e-02 2.640303e-03 1.608201e-02 7.321054e-04
## Iraq 5.381428e-05 2.075248e-03 1.379461e-02 2.588763e-02
## Ireland 9.094536e-03 9.024525e-03 2.222991e-03 7.861366e-03
## Israel 1.985538e-02 3.512355e-03 1.307768e-04 7.187952e-04
## Italy 2.203053e-04 6.935486e-03 1.272400e-03 4.821562e-05
## Jamaica 1.662478e-02 4.446677e-02 1.290404e-03 1.890478e-03
## Japan 2.165469e-02 1.016423e-02 1.600759e-04 3.990847e-06
## Jordan 3.456511e-03 3.786815e-04 3.752205e-02 1.511888e-03
## Kazakhstan 1.235956e-03 2.292264e-02 3.538843e-03 3.082468e-02
## Kenya 1.330837e-03 2.389974e-02 2.330592e-02 8.780792e-03
## Kuwait 2.919449e-02 4.969214e-03 6.605601e-03 3.034048e-03
## Kyrgyzstan 2.069734e-02 1.819658e-02 7.170227e-03 2.565586e-03
## Laos 3.326606e-04 1.457485e-02 8.309888e-05 4.647879e-06
## Latvia 9.610894e-03 3.327188e-02 1.383847e-02 3.153174e-04
## Lithuania 4.453400e-03 1.095263e-02 1.119882e-04 1.524081e-02
## Luxembourg 3.077440e-03 4.058162e-04 4.689327e-03 4.864867e-03
## Madagascar 4.300331e-04 2.652018e-03 1.564652e-02 1.618028e-02
## Malaysia 9.869266e-03 9.682358e-03 2.634345e-04 1.194066e-03
## Mali 2.429950e-04 1.506158e-03 4.862028e-04 1.338080e-03
## Malta 2.087377e-03 1.540964e-03 7.609170e-03 4.873402e-04
## Mauritania 1.518026e-04 5.122917e-03 1.794311e-04 6.124573e-03
## Mauritius 5.341531e-02 4.935070e-03 1.023796e-01 1.144933e-06
## Mexico 3.847342e-03 2.068409e-02 4.373511e-03 8.069813e-06
## Mongolia 1.293837e-04 2.903952e-03 2.687760e-04 2.921117e-03
## Montenegro 7.567917e-03 6.279498e-03 1.504946e-03 9.602206e-03
## Morocco 3.702421e-04 4.995954e-03 4.175827e-03 1.177551e-02
## Mozambique 2.362279e-03 3.836987e-03 2.936168e-03 4.558533e-02
## Myanmar 1.266939e-03 1.484855e-02 6.947048e-03 5.708954e-02
## Namibia 4.099883e-03 1.049946e-03 2.666841e-02 1.575879e-02
## Nepal 3.723579e-04 1.133642e-03 1.192874e-04 2.114767e-02
## Netherlands 2.143304e-02 9.691697e-04 1.105324e-03 1.247239e-02
## New Zealand 8.367508e-03 2.554388e-02 7.939225e-03 3.265018e-03
## Nicaragua 3.980303e-04 4.974346e-03 5.173133e-03 8.373537e-03
## Niger 8.651075e-03 5.274183e-03 1.881055e-02 1.454466e-02
## Nigeria 1.109234e-03 1.201603e-02 1.766344e-03 6.783486e-04
## North Macedonia 4.957025e-03 5.173792e-03 9.470346e-03 1.561867e-03
## Norway 1.185671e-02 4.294862e-03 1.003403e-02 2.784757e-02
## Oman 5.232900e-03 2.528924e-03 6.317074e-03 1.636771e-04
## Pakistan 1.452750e-02 5.601580e-03 1.311302e-03 4.419911e-04
## Panama 1.266847e-02 7.079087e-02 1.165113e-04 4.251968e-03
## Paraguay 1.840116e-06 8.059457e-03 2.001585e-02 1.652225e-02
## Peru 5.268396e-02 3.756145e-03 2.396501e-02 6.301592e-02
## Philippines 7.375062e-04 1.473481e-03 1.395792e-02 3.362289e-03
## Poland 3.996159e-04 1.571790e-02 2.048753e-02 1.594291e-04
## Portugal 2.911589e-02 2.216525e-03 6.502448e-04 1.160958e-04
## Qatar 7.223304e-03 1.799548e-02 9.326809e-03 6.611241e-03
## South Korea 2.697267e-03 1.592079e-02 4.452396e-04 5.657217e-03
## Moldova 5.971880e-04 2.966478e-02 8.760705e-03 1.013466e-03
## Romania 5.759108e-04 2.720919e-03 1.870303e-02 2.288680e-03
## Russia 8.498522e-04 8.534064e-04 6.736327e-03 2.726087e-04
## Rwanda 5.092868e-03 1.092008e-04 1.236059e-02 1.294072e-02
## Saudi Arabia 1.368263e-02 1.986858e-03 4.834121e-04 8.819092e-03
## Senegal 7.871780e-04 1.918745e-02 2.622220e-03 1.429269e-02
## Serbia 2.174251e-03 4.820551e-03 1.333244e-05 3.268389e-03
## Singapore 4.231158e-08 8.470864e-05 1.590312e-02 3.911477e-03
## Slovakia 3.055317e-02 7.636345e-03 1.745438e-02 1.772828e-03
## Slovenia 1.803426e-03 5.255099e-03 6.071328e-03 9.151260e-04
## South Africa 4.985287e-03 1.997466e-02 2.921798e-03 1.470061e-03
## Spain 4.191952e-03 3.309020e-03 6.027674e-03 2.742888e-03
## Sri Lanka 1.193544e-02 8.806769e-03 1.338380e-02 8.231678e-03
## Sweden 3.537093e-04 7.782126e-05 1.771672e-03 2.849801e-03
## Switzerland 1.148499e-02 2.742209e-03 1.398017e-03 4.205159e-03
## Tajikistan 2.536417e-03 5.727941e-03 9.031136e-03 1.834662e-02
## Thailand 7.367481e-04 6.979397e-03 2.384193e-03 3.036198e-04
## Togo 2.860081e-05 2.039714e-02 3.205708e-03 3.180900e-03
## Trinidad 3.604347e-03 4.533625e-03 1.393949e-03 2.565456e-02
## Turkey 2.022420e-03 2.932000e-02 3.643575e-05 1.359610e-03
## Tunisia 2.025356e-02 4.339119e-03 2.736345e-02 4.681030e-02
## Uganda 1.469271e-02 3.957057e-03 6.812942e-05 6.297213e-03
## Ukraine 3.363124e-05 1.101355e-02 5.852289e-04 4.050719e-03
## United Arab Emirates 5.926163e-03 8.268491e-07 3.337030e-02 1.660894e-02
## UK 1.820578e-02 1.103014e-04 4.994658e-03 6.729260e-03
## Tanzania 8.354009e-05 7.888451e-03 1.439065e-02 5.188506e-03
## USA 2.787064e-03 1.073565e-04 2.874122e-03 9.540529e-03
## Uruguay 7.291948e-02 6.594901e-02 3.846551e-02 9.993880e-03
## Uzbekistan 6.726590e-03 5.922588e-02 7.225038e-03 5.596738e-03
## Vietnam 9.204867e-04 1.135762e-02 6.958272e-02 1.730110e-03
## Yemen 1.729298e-04 9.988600e-03 4.409702e-03 5.985208e-03
## Zambia 1.782357e-02 6.467433e-03 1.031263e-03 4.584205e-04
## Zimbabwe 2.384235e-03 2.725722e-02 1.319329e-02 1.899387e-03
Global.Innovation.Score<-data$Global.Innovation.Score
dta<-data.frame(my_pca$x,Global.Innovation.Score=Global.Innovation.Score)
head(dta)
## PC1 PC2 PC3 PC4 PC5 PC6
## Albania -2.647991 1.4818023 -3.0489110 1.2454120 0.8829811 -1.4778801
## Algeria -5.568956 0.2008984 1.5989715 -0.6088775 -0.4825113 -0.2539609
## Angola -7.160387 0.7355157 1.7810659 -1.1108629 -0.1967488 0.3842855
## Argentina -0.816952 -1.0495242 -0.8615235 -1.2127672 -0.7657685 -1.4236706
## Armenia -2.363392 0.1277765 -1.5722166 1.0640448 -0.7955220 -0.9030327
## Australia 6.801322 1.7603241 1.1452816 2.0824024 -2.4596502 -2.1727573
## PC7 PC8 PC9 PC10 PC11 PC12
## Albania 1.2332399 1.5082944 -0.68600672 1.2035978 0.5510788 0.87815879
## Algeria -1.6249554 -1.5435275 0.07466721 0.2171255 0.3383400 1.49912075
## Angola 1.0525723 1.5340871 0.76709558 1.3244276 0.7462783 0.01464642
## Argentina 2.4582246 0.1151749 1.29357323 -2.1074440 1.5667080 -0.61126284
## Armenia 1.0380219 0.2661014 -0.34589930 -0.6015202 0.3029264 -0.30381774
## Australia -0.6027717 -0.1521445 1.91972161 1.2725180 3.3989325 1.23531087
## PC13 PC14 PC15 PC16 PC17 PC18
## Albania 1.790770749 -0.5720937 -0.5053295 0.6855677 1.5871623 -0.7741572
## Algeria -0.196573736 -1.7774193 1.2961880 0.9162210 0.4583757 -0.1610795
## Angola -0.343519099 -0.6236415 -0.8262212 -0.5036889 0.8890819 0.4252695
## Argentina -2.042191909 -1.3135709 1.5426966 0.4639397 0.7410322 0.2384911
## Armenia 0.006406598 0.3714881 -1.5423419 0.4209905 -0.5493150 0.6491442
## Australia -2.569079624 0.6002771 1.2301141 1.6182892 0.1683335 0.8007204
## PC19 PC20 PC21 PC22 PC23
## Albania -0.549134131 -0.2522998 0.1453045 0.08520479 -0.9542541
## Algeria -0.175393454 -1.9751979 0.3504894 -0.23710343 0.7963395
## Angola 1.016168991 -0.4875463 -0.9881889 -0.63246843 -0.3111237
## Argentina 0.008059202 -0.3847224 0.8954197 0.49128096 0.4604233
## Armenia 1.736246009 -0.3713015 -0.9382715 -0.63946913 -0.1266210
## Australia -0.299747599 -0.9438839 -0.3196750 -0.04250109 -3.4464948
## PC24 PC25 PC26 PC27 PC28
## Albania 0.646082922 1.41718478 -0.82359044 -0.53869246 0.6137124
## Algeria -1.281702196 -1.34350779 0.18341727 -0.68936565 -0.6092478
## Angola -1.169402102 -0.15045008 -1.29439679 0.28363432 0.4304739
## Argentina 0.008690907 0.43624898 0.08056656 0.09210639 -0.4001002
## Armenia 0.431824278 -0.06073265 -0.62216745 -0.50803917 0.3423113
## Australia 1.650170738 -1.30393145 -0.65429857 -0.25268914 0.1583327
## Global.Innovation.Score
## Albania 24.4
## Algeria 16.7
## Angola 13.9
## Argentina 28.6
## Armenia 26.6
## Australia 47.1
Clustering
# Load the NbClust library
library(NbClust)
# Perform clustering using the NbClust function
nbc <- NbClust(data[1:7], distance="manhattan", min.nc=2, max.nc=30, method="ward.D", index='all')
## Warning in pf(beale, pp, df2): NaNs produced
## *** : The Hubert index is a graphical method of determining the number of clusters.
## In the plot of Hubert index, we seek a significant knee that corresponds to a
## significant increase of the value of the measure i.e the significant peak in Hubert
## index second differences plot.
##
## *** : The D index is a graphical method of determining the number of clusters.
## In the plot of D index, we seek a significant knee (the significant peak in Dindex
## second differences plot) that corresponds to a significant increase of the value of
## the measure.
##
## *******************************************************************
## * Among all indices:
## * 12 proposed 2 as the best number of clusters
## * 2 proposed 3 as the best number of clusters
## * 2 proposed 4 as the best number of clusters
## * 1 proposed 5 as the best number of clusters
## * 1 proposed 7 as the best number of clusters
## * 1 proposed 8 as the best number of clusters
## * 1 proposed 11 as the best number of clusters
## * 1 proposed 20 as the best number of clusters
## * 1 proposed 22 as the best number of clusters
## * 1 proposed 28 as the best number of clusters
## * 1 proposed 30 as the best number of clusters
##
## ***** Conclusion *****
##
## * According to the majority rule, the best number of clusters is 2
##
##
## *******************************************************************
# Load the cluster and factoextra libraries
library(ggplot2)
library(cluster)
library(factoextra)
# Set the seed for reproducibility
set.seed(4653)
# Perform PAM clustering with 3 clusters
pamK3 <- pam(data[1:7], diss = FALSE, k = 2, keep.data = TRUE)
# Plot the silhouette plot to visualize the cluster assignments
fviz_silhouette(pamK3)
## cluster size ave.sil.width
## 1 1 95 0.39
## 2 2 37 0.42
# Add the cluster assignments to the data as a factor
data$cluster <- as.factor(pamK3$clustering)
# Plot a PCA plot with the individual observations colored by cluster
fviz_pca_ind(my_pca, label = "none", habillage = data$cluster,
palette = c("#00AFBB", "#E7B800", "#FC4E07", "#7CAE00", "#C77CFF", "#00BFC4"),
addEllipses = TRUE)
# Load the required libraries for plotting
library(ggmap)
## ℹ Google's Terms of Service: <https://mapsplatform.google.com>
## ℹ Please cite ggmap if you use it! Use `citation("ggmap")` for details.
# Load world map data
map.world <- map_data("world")
# Join map data with data to add cluster information
library(dplyr)
map.world_joined <- left_join(map.world, data, by = c('region' = 'Country'))
# Plot the world map with cluster information
ggplot() +
geom_polygon(data = map.world_joined, aes(x = long, y = lat, group = group, fill=cluster, color=cluster)) +
labs(title = "Applied Clustering Global Innovation Index",
x = NULL, y = NULL) +
coord_equal() +
theme(panel.grid.major = element_blank(),
panel.grid.minor = element_blank(),
axis.text.x = element_blank(),
axis.text.y = element_blank(),
axis.ticks = element_blank(),
panel.background = element_blank()
)
